Policy Function Iteration

In the policy iteration algorithm, on the other hand, the expected relative costs h (s i), s i ∈ S are calculated for a given policy μ (k), where superscript k is an iteration index. Downloadable! Policy iteration algorithm of Howard applied to linear regulator. The following algorithm implements the policy function iteration procedure: 1. iteration and policy iteration represent value functions using a table [16]; approximate methods like least-squares policy iteration (LSPI) and linear program-ming methods project the exact value function onto a subspace spanned by a set of handcoded basis func-tions [6, 7, 8]. Policy iteration is guaranteed to converge and at convergence, the current policy and its value function are the optimal policy and the optimal value function! 34 Policy Iteration iterates over: !. You need to implement policy iteration in this function. A policy function determines an action based on the current state. The index i used in equations (8) counts. Python code for Markov decision processes. The minus first iteration of a function is its inverse function. In the basic version of policy iteration an optimal policy is found by computing a series of policies, each being greedy w. Policy iteration. the policy function relative to the number of times we update the value function • Idea: on some iterations, we simply use the current approximation to the policy function to update the value function, i. Policy Iteration! Policy evaluation: with fixed current policy π, find values with simplified Bellman updates:! Iterate until values converge! Policy improvement: with fixed utilities, find the best action according to one-step look-ahead. Dynamic Programming 7. The properties of the CTTV policy iteration algorithm are analyzed. The CSS animation-iteration-count property allows you to specify how many iterations - or cycles - the animation will play. At each iteration, rather than solving the average evaluation equations, SBPI employs simulation to estimate a solution to these equations. We introduce a new iterative method called D-iteration to approximate a fixed point of continuous nondecreasing functions on arbitrary closed intervals. Approximate Policy Iteration Approximate policy iteration algorithms hav the same structure as exact policy iteration except for two di erences [5]: Given the current policy , the corresponding cost-to-go function J is not computed exactly. The algorithm is illustrated as follows: 1. Is it possible to directly call a Lightning component controller function during each aura:iteration? I have everything stored as custom metadata and the Apex controller filters out the sObjects that match the criteria. Approximate Policy Iteration Schemes: A Comparison From a practical point of view, PSDP 1and CPI need to store all the (stationary deterministic) policies generated from the start. In this paper, we focus Policy Approximation in Policy Iteration Approximate Dynamic Programming for Discrete-Time Nonlinear Systems - IEEE Journals & Magazine. We assume the Markov Property: the effects of an action taken in a state depend only on that state and not on the prior history. HIROTEC AMERICA is the world's leading comprehensive engineering & manufacturing company; providing state of the art tooling, engineering services and products to automotive manufacturers across. Value iteration includes: finding optimal value function + one policy extraction. Starting from an arbitrary value function v 0, it generates a sequence of value-policy pairs ˇ k+1 = Gv k. In using the Howard's algorithm, it is needed to set nh, which determines how many times we update the value function using the already obtained decision rule. Recursion and Iteration are major techniques for developing algorithms and building software applications. There is really no end, so it uses an arbitrary end point. One iteration consists of: 1. Policy function iteration methods for solving and analyzing dynamic stochastic general equilibrium models are powerful from a theoretical and computational perspective. The idea of asynchronous computation originated in the 60s, when it was seen as a means to alleviate the “commu-. on policy iteration and actor-critic algorithms have appeared. is this right? or I have understood is totally wrong. The local variables in the iterative version turn into parameters in the recursive version. Abstract—A multiresolution state-space discretization method is developed for the episodic unsupervised learning method of Q-Learning. Introduction Modi ed Policy Iteration (MPI) (Puterman & Shin, 1978) is an iterative algorithm to compute the optimal policy and value function of a Markov Decision Process (MDP). Hence, knowing Q∗ is sufficient for behaving optimally. In this paper, we focus Policy Approximation in Policy Iteration Approximate Dynamic Programming for Discrete-Time Nonlinear Systems - IEEE Journals & Magazine. We then present the method and related complexity results. Similar to the BREAK statement, the CONTINUE statement is often used in conjunction with an IFELSE statement. HIROTEC AMERICA is the world's leading comprehensive engineering & manufacturing company; providing state of the art tooling, engineering services and products to automotive manufacturers across. Ask Question Asked today. Maximization is the most expensive part of value function iteration. Recursive solutions may involve extensive overhead because they use function calls. author = "Wentao Guo and Feng Liu and Jennie Si and Shengwei Mei and Rui Li",. Then determine the policy function that would maximize the current value function which will. Approximate Policy Iteration Schemes: A Comparison From a practical point of view, PSDP 1and CPI need to store all the (stationary deterministic) policies generated from the start. Most solution algorithms suffer from the drawback of exponentially growing controller size Bounded Policy Iteration suggests a way to tackle this problem by improving the solution quality while keeping solution size constant. The index n is termed the iteration index, and the transition from the function f (x) to the functions f2 (x), f3 (x) … is called iteration. In policy evaluation, the approximated state-action value Qb under current policy ˇ is computed. May trigger a new window or tab to open. Let π t+1 be greedy policy for U t Let U t+1 be value of π t+1. The basic idea of value function iteration is as follows. Whereas, in Value Iteration, the action is greedily generated w. Value Iteration for Motion Planning 3 Value Function and Policy Iteration • Often the optimal policy has been reached long before the value function has converged. Instead, an approximate cost-to-go function J~ (i;r) is computed, whereris a vector of tunable parameters. You’ll be able to construct basic and complex while loops, interrupt loop execution with break and continue, use the else clause with a while loop, and deal with infinite loops. By default, all visible properties will be used for the iteration. Lambda-Policy Iteration: A Review and a New Implementationy Dimitri P. There is an alternative to this called modi ed policy function iteration. The Simplex and Policy-Iteration Methods are Strongly Polynomial for the Markov Decision Problem with a Fixed Discount Rate Yinyu Ye April 20, 2010; revised November 30, 2010 Abstract We prove that the classic policy-iteration method (Howard 1960), including the Simplex method (Dantzig 1947) with the most-negative-reduced-cost pivoting rule, is. policy and can be embedded within a policy iteration scheme, while Q-learning methods concern the approximation of the optimal value function. Reinforcement Learning Tutorial with Demo: DP (Policy and Value Iteration), Monte Carlo, TD Learning (SARSA, QLearning), Function Approximation, Policy Gradient, DQN, Imitation, Meta Learning, Papers, Courses, etc. For some reason which I do not under stand, I get the. Here's an example of a very simple iteration using the function 5 + x/2: Pick a number, say 0, and put it in for x. , Puterman 1994). Like successively approximating the value function, this technique has strong intuitive appeal. For certain classes of functions one may define iteration with an arbitrary real or even a complex index. Covers all aspects of the GCSE specification on iteration (and term-to-term sequences). 2)requires findingw 0 i,orhowmuchcaketochoosetosaveforlater. View Policy Iteration Research Papers on Academia. Despite obvious theoretical appeal, significant startup costs and a reliance on grid-based methods have limited the use of policy function iteration as a solution. We can define value without specifying the policy. iteration: In agile software development , an iteration is a single development cycle, usually measured as one week or two weeks. Python: Iteration and Exceptions Overview/Description Target Audience Prerequisites Expected Duration Lesson Objectives Course Number Expertise Level Overview/Description Iterations and exceptions are nuanced in Python, and so it is important to fully understand how they work in order to produce quality software. In this paper, we develop a new exploration scheme for LSPI based on the importance-sampling based AL idea. Share ISDA Publishes Digital Iteration of the Common Domain Modelvia email. Under certain problem struc-ture assumptions on value functions and policy spaces, the approximate policy iteration algorithm is provably convergent in the mean. for implementing the value iteration algorithm, although one could imagine convolutional VINs of higher dimensionality. For example, iteration can include repetition of a sequence of operations in order to get ever closer to a desired result. Value iteration is a shorter version of policy iteration. Policy function iteration methods for solving and analyzing dynamic stochastic general equilibrium models are powerful from a theoretical and computational perspective. Policy iteration is a class of algorithms that search the policy space to find optimal solution. Rinc on-Zapatero Summary: The course has three aims: 1) get you acquainted with Dynamic Programming both deterministic and stochastic, a powerful tool for solving in nite horizon optimization problems; 2) analyze in detail the. In policy iteration algorithms, you start with a random policy, then find the value function of that policy (policy evaluation step), then find a new (improved) policy based on the previous value. Policy Iteration Guarantees Theorem. fminsearch function, both tried in the tool box and the commmand window,and it always get seized up and be no responsible at all, and the 'stop'and 'pause' buttons will not work at all. MDP Planning Problem: Input: an MDP (S,A,R,T) Output: a policy that achieves an “optimal value”. Complex Analytic Dynamical Systems "This book makes available a comprehensive, detailed, and organized treatment of the foundations of the theory of iteration of rational functions of a complex variable. Then determine the policy function that would maximize the current value function which will. In such cases we may wish to approximate Q with a parametric function approximator and do some form of approximate policy. Hence, the whole procedure can be thought of as a sample-based approximate policy iteration algorithm, where the user may control the number of iterations and the regression procedure. the action-value function of the previous one. Policy Iteration in Python. Despite obvious theoretical appeal, significant startup costs and a reliance on grid-based methods have limited the use of policy function iteration as a solution algorithm. author = "Wentao Guo and Feng Liu and Jennie Si and Shengwei Mei and Rui Li",. Like in policy iteration, the algorithm repeatedly computes an evaluation function of the policy of the previous step. Policy function iteration methods for solving and analyzing dynamic stochastic general equilibrium models are powerful from a theoretical and computational perspective. fminsearch function, both tried in the tool box and the commmand window,and it always get seized up and be no responsible at all, and the 'stop'and 'pause' buttons will not work at all. of loop), its @@iterator method is called with no arguments, and the returned iterator is used to obtain the values to be iterated. A good idea is to increase H after each iteration. In this process, each policy is guaranteed to be a strict improvement over the previous one (unless it is already optimal). Despite obvious theoretical appeal, significant startup costs and a reliance on grid-based methods have limited the use of policy function iteration as a solution. 3 Approximate Policy Evaluation The ability to evaluate a given policy is the core requirement to run policy iteration. Assuming the guess is a stationary policy, compute the implied V (k,s). The next iteration of the loop will continue until the Boolean_expression evaluates to FALSE. Learn the agent function (policy learning) Algorithms: value iteration Q-learning MCTS. Statement 2 defines the condition for the loop to run (i must be less than 5). 1 Finite horizon We begin with the finite horizon case, where we are concerned with decisions and rewards only up until a given time t = H. Representation Policy Iteration " Learn a set of proto-value functions from a sample of transitions generated from a random walk (or from watching an expert) " These basis functions can then be used in an approximate policy iteration algorithm, such as Least Squares Policy Iteration [Lagoudakis and Parr, 2003]. In other words, the solution will be given by the policy functions: c = g(k) k0 = h(k) R. The solution is to replace the iteration with recursion. Complete the preOrder function in your editor below, which has parameter: a pointer to the root of a binary tree. Although the use of a reward function in value iteration is quite intuitive, writing down how to calculate a reward Max Pflueger would like to acknowledge support from the ARCS Foundation for this work. Policy iteration is one of the foundational algorithms in all of reinforcement learning and learning optimal control. Let's understand by some examples,. 6,' Capital Policy Function. Monotonicity, convergence, and optimality of the iterative value function have been analyzed, and the iterative value function can be proven to monotonically converge to the optimal solution of the Hamilton-Jacobi-Bellman (HJB) equation. In modified policy iteration (van Nunen 1976; Puterman & Shin 1978), step one is performed once, and then step two is repeated several times. Did a Workshop at CEF2019, June 27. In policy iteration algorithms, you start with a random policy, then find the value function of that policy (policy evaluation step), then find a new (improved) policy based on the previous value. Finding optimal value function + one policy extraction Inputs: MDP and theta threshold Outputs: Optimal Policy & Value Function. HIROTEC AMERICA is the world's leading comprehensive engineering & manufacturing company; providing state of the art tooling, engineering services and products to automotive manufacturers across. For more details, see the references for input iterator , output iterator , forward iterator , bidirectional iterator and random-access iterator. Despite obvious theoretical appeal, significant startup costs and a reliance on grid-based methods have limited the use of policy function iteration as a solution. Are there any short function that I can create an iteration function calculate all 433 ndata points, based on the raw data input or do I have to break down {x,y,z} into an individual matrix: {x}, {y} and {z} to perform the iteration function. If you start with random policy, it finds the value function of that policy, then it finds the new improvised policy based on the previous value. the value function Vˇ k (i. A variant of policy iteration, called modified policy iteration, is obtained by noticing that the agent is not required to evaluate the policy to improve it; it can just carry out a number of backup steps [using Equation ] and then do an improvement. Our method combines policy iteration with a trust region method that limits the change in the policy at each iteration. Approximate Policy Iteration Approximate policy iteration algorithms hav the same structure as exact policy iteration except for two di erences [5]: Given the current policy , the corresponding cost-to-go function J is not computed exactly. This book makes available a comprehensive, detailed, and organized treatment of the foundations of the theory of iteration of rational functions of a complex variable. The aim of the next paragraph,. A variant of policy iteration, called modified policy iteration, is obtained by noticing that the agent is not required to evaluate the policy to improve it; it can just carry out a number of backup steps [using Equation ] and then do an improvement. In this paper we shall deal with a variant of the policy iteration algorithm [8]. The proposed approachcan be viewed as. Reinforcement Learning Tutorial with Demo: DP (Policy and Value Iteration), Monte Carlo, TD Learning (SARSA, QLearning), Function Approximation, Policy Gradient, DQN, Imitation, Meta Learning, Papers, Courses, etc. For that guess of the value function, compute V1(k) as follows: V1(k) = max k0 ((k + (1 )k k0)1 ˙ 1 1 ˙ + V0(k0)). In this paper, we develop a new exploration scheme for LSPI based on the importance-sampling based AL idea. I thank the participants of the joint. In each iteration, the inputs to the neural network are created by starting from the goal state and randomly taking actions. Write a function called policy_iteration() that will accept a numpy array representing the initial vector ˇ 0 , a discount factor 2(0;1), the number of states to split. The Wolfram Language's symbolic architecture makes powerful general forms of functional iteration immediately accessible. policy iteration. 0 Do one iteration of policy iteration on the MDP below. Statement 2 defines the condition for the loop to run (i must be less than 5). The proposed method combined with LSPI is called active policy iteration (API). Moreover, iterative solutions are usually more efficient than recursive solutions as they don't incur the overhead of the multiple method. Recursion and Iteration are major techniques for developing algorithms and building software applications. Policy Iteration Choose an arbitrary policy repeat For each state (compute the value function) For each state (improve the policy at each state) := ' until no improvement is obtained Mario Martin - Autumn 2011 LEARNING IN AGENTS AND MULTIAGENTS SYSTEMS Policy Iteration • Guaranteed to improve in less iterations than the number of states. Guild Of Light - Tranquility Music 1,588,691 views. To do this, we plug our policy functions back into the Bellman equation, and solve for our constants. The following algorithm implements the policy function iteration procedure: 1. In policy iteration algorithms, you start with a random policy, then find the value function of that policy (policy evaluation step), then find a new (improved) policy based on the previous value function, and so on. A same problem can be solved with recursion as well as iteration but still there are several differences in their working and performance that I have mentioned below. t Stack Exchange Network Stack Exchange network consists of 175 Q&A communities including Stack Overflow , the largest, most trusted online community for developers to learn, share their knowledge, and build their careers. The risk of an infinite loop (a loop. Statement 2 defines the condition for the loop to run (i must be less than 5). The index i used in equations (8) counts. If they are not good, then we find a new policy. The two steps are iterated until V…(b) converges for all b. Iterations of functions are common in computer programming, since they allow multiple blocks of data to be processed in sequence. The next iteration of the loop will continue until the Boolean_expression evaluates to FALSE. Reference: Algorithm 2-5, from: @book {busoniu2010reinforcement,. Now I am looking for a more efficient way to implement it but was not able to find a solution. Ask Question Asked today. Other data structures, like DataFrame and Panel, follow the dict-like convention of iterating over the keys of the objects. Only after the development phase, the testing phase is executed because separate parts are not fully functional. Policy iteration accelerated with Krylov methods Mrkaic, Mico 2002-04-01 00:00:00 Policy iteration is accelerated by substituting direct solution methods for solving systems of linear equations with faster iterative ones. Then step one is again performed once and so on. Corollary Value iteration, modi ed policy iteration, -policy iteration, and. Policy evaluation algorithms can be further classi ed as direct or indirect. Experience iteration Consecutive experiences between each policy iteration that performs updates of the policy network weights. next policy is formed as the greedy policy w. Bertsekasy Abstract In this paper, we consider discrete-time in nite horizon problems of optimal control to a terminal set of states. Abstract We propose a new approach to reinforcement learning for control problems which combines value-function approximation with linear architectures and approximate policy iteration. Policy Iteration for POMDPs Policy Iteration Choose a policy Determine the value function, based on the current policy Update the value function, based on Bellman's equation Update the policy and iterate (if needed) Policy Iteration for POMDPs Original algorithm (Sondik) very inefficient and complex Mainly due to evaluation of value function. State-Value function, Action-Value Function Bellman Equation Policy Evaluation, Policy Improvement, Optimal Policy Dynamical programming: Policy Iteration Value Iteration Modell Free methods: MC Tree search TD Learning. Now I am looking for a more efficient way to implement it but was not able to find a solution. DocumentDB SQL - Iteration - In DocumentDB SQL, Microsoft has added a new construct which can be used with IN keyword to provide support for iterating over JSON arrays. PHP 5 provides a way for objects to be defined so it is possible to iterate through a list of items, with, for example a foreach statement. sis functions to approximate the value function, and least-squares techniques to find the weights [3]–[6]. classi er and the overall value function ap-proximation. Suppose that the method re. It is intermediate between the classical value iteration (VI) and policy iteration (PI) methods, and it is closely. Policy iteration-based optimal control design for nonlinear descriptor systems Yebin Wang Abstract—This paper considers state feedback optimal con-trol design for a class of nonlinear descriptor systems. Then for any positive integer N, there is a 2R such that at least N iterations are required by Generalized Optimistic PI to nd the optimal policy. the optimal choice of k0, which is called k1 in this code). The proposed method combined with LSPI is called active policy iteration (API). Iterations synonyms, Iterations pronunciation, Iterations translation, English dictionary definition of Iterations. We have already encountered in chapter 6 the value iteration (VI) algorithm, which is similar to the DP algorithm and computes a sequence of functions converging toward the optimal cost, solution of Bell-man’s equation. We study a new, model-free form of approximate policy iteration which uses Sarsa updates with linear state-action value function approximation for policy evaluation, and a "policy improvement operator" to generate. RL 8: Value Iteration and Policy Iteration MichaelHerrmann University of Edinburgh, School of Informatics 06/02/2015. The theory framework of the online synchronous policy iteration method for synthesizing optimal control in nonlinear systems have been enormously enriched by recent and latest advances in dealing with more complicated uncertainties and nonlinearities as well as performance improvement. Euler Equation Based Policy Function Iteration. V0 equal to a stochastic Lyapunov function satisfying (1. Policy Iteration: This is a GPI process in which policy is improved by performing monotonically improving policies and value functions: by repeating policy evaluation and then performing a policy improvement. We introduce a new iterative method called D-iteration to approximate a fixed point of continuous nondecreasing functions on arbitrary closed intervals. The zeroth iterate of a function is considered to be the identity function. In this calculation, we compute the value function for a given policy for this iteration. PHP 5 provides a way for objects to be defined so it is possible to iterate through a list of items, with, for example a foreach statement. The memory required by the algorithmic scheme is thus proportional to the number of iterations, which may be prohibitive. Then make a guess of the value function, V0(k). Projections for Approximate Policy Iteration Algorithms Riad Akrour 1 Joni Pajarinen 1 2 Gerhard Neumann 3 4 Jan Peters 1 5 Abstract Approximate policy iteration is a class of rein-forcement learning (RL) algorithms where the policy is encoded using a function approximator and which has been especially prominent in RL with continuous action spaces. policy iteration with general differentiable function approximation is convergent to a locally optimal policy. function while the number supports can be determined as needed in order to nd the required solution. Ask Question Asked today. Beardon Iteration of Rational Functions Complex Analytic Dynamical Systems "This book makes available a comprehensive, detailed, and organized treatment of the foundations of the theory of iteration of rational functions of a complex variable. JavaScript Array Iteration Methods method does not execute the function for array elements without values. In this way, the new policy is sure to be an improvement over the previous one and given enough iterations, it will return the optimal policy. State-Value function, Action-Value Function Bellman Equation Policy Evaluation, Policy Improvement, Optimal Policy Dynamical programming: Policy Iteration Value Iteration Modell Free methods: MC Tree search TD Learning. Policy iteration is a class of algorithms that search the policy space to find optimal solution. Iterations of functions are common in computer programming, since they allow multiple blocks of data to be processed in sequence. on policy iteration and actor-critic algorithms have appeared. In this paper, we develop a new exploration scheme for LSPI based on the importance-sampling based AL idea. Therefore, another algorithm called policy-iteration instead of repeated improving the value-function estimate, it will re-define the policy at each step and compute the value according to this. Generalized Policy Iteration listed as GPI. By the end of this video, you will be able to outline the policy iteration algorithm for finding the optimal policy, understand the dance of policy and value, how policy iteration reaches the optimal policy by alternating between evaluating policy and improving it, and apply policy iteration to compute optimal policies and optimal value functions. You'll be able to construct basic and complex while loops, interrupt loop execution with break and continue, use the else clause with a while loop, and deal with infinite loops. Our apologies in advance to those we have left out. The Wolfram Language's symbolic architecture makes powerful general forms of functional iteration immediately accessible. You'll see how other programming languages implement definite iteration, learn about iterables and iterators, and tie it all together to learn about Python's for loop. fminsearch function, both tried in the tool box and the commmand window,and it always get seized up and be no responsible at all, and the 'stop'and 'pause' buttons will not work at all. under a max-min objective function. Recursive solutions may involve extensive overhead because they use function calls. Finishes with some very tough questions, including a wordier problem. reinforcement function is defined to be zero after every turn except when an action results in a win or a loss, in which case the agent receives a +1 reinforcement for a win, and a -1 reinforcement for a loss. 和MDP里面的value iteration与policy iteration不同(MDP马尔可夫决策过程中的值迭代和策略迭代感觉并没有本质区别? - nia nia 的回答 ),Q Learning和Policy Gradient是在解决不同的问题,而不是同一问题的两种不同的数值方法。. More formally, x is a fixed point for a given function f if. However we show in section V-A that the TD( ). For the initialization of the value function over a fine grid, modified policy function iteration over a coarse grid and subsequent linear or cubic interpolation between the grid points. iteration: In agile software development , an iteration is a single development cycle, usually measured as one week or two weeks. Object Iteration. This page was last edited on 27 July 2019, at 18:20. To get a true -rst-order approximation to policy function you cannot take linear approximation of constraints =)either get rid of constraint by substitution or use the "correct" LQ approximation (see perturbation slides) 2. the DP algorithm, which we used to compute the optimal cost and policy for finite horizon problems. Projections for Approximate Policy Iteration Algorithms Riad Akrour 1 Joni Pajarinen 1 2 Gerhard Neumann 3 4 Jan Peters 1 5 Abstract Approximate policy iteration is a class of rein-forcement learning (RL) algorithms where the policy is encoded using a function approximator and which has been especially prominent in RL with continuous action spaces. Write a function called policy_iteration() that will accept a numpy array representing the initial vector ˇ 0 , a discount factor 2(0;1), the number of states to split. Policy Iteration Choose an arbitrary policy repeat For each state (compute the value function) For each state (improve the policy at each state) := ' until no improvement is obtained Mario Martin - Autumn 2011 LEARNING IN AGENTS AND MULTIAGENTS SYSTEMS Policy Iteration • Guaranteed to improve in less iterations than the number of states. In such cases we may wish to approximate Q with a parametric function approximator and do some form of approximate policy. Experience iteration Consecutive experiences between each policy iteration that performs updates of the policy network weights. policy and can be embedded within a policy iteration scheme, while Q-learning methods concern the approximation of the optimal value function. Python code for Markov decision processes. An iterator to the beginning of the sequence container. When called initially, generator functions do not execute any of their code, instead returning a type of iterator called a Generator. A same problem can be solved with recursion as well as iteration but still there are several differences in their working and performance that I have mentioned below. 6 Functions and Subroutines When writing a big program, it is cumbersome to have all the codes in the same file. Policy function iteration methods for solving and analyzing dynamic, stochastic general equilibrium models are powerful from both a theoretical and computational perspective. Policy Improvement in Value Iteration and Policy Iteration is done. Under certain problem struc-ture assumptions on value functions and policy spaces, the approximate policy iteration algorithm is provably convergent in the mean. Ontheotherhand,(19. This paper introduces the least-squares policy-iteration (LSPI) algorithm, which extends the benefits of LSTD to control problems. In this paper, we focus Policy Approximation in Policy Iteration Approximate Dynamic Programming for Discrete-Time Nonlinear Systems - IEEE Journals & Magazine. Our algorithm, called Autodidactic Iteration (ADI), trains a neural network value and policy function through an iterative process. We then present the method and related complexity results. However, policy iteration requires solving possibly large linear systems: each iteration takes O(card(S)3) time. Therefore, another algorithm called policy-iteration instead of repeated improving the value-function estimate, it will re-define the policy at each step and compute the value according to this. Generalized optimistic policy iteration 2 1 3 0 0 1 Theorem Let 2(0;1) and V0 0. Our apologies in advance to those we have left out. An iteration is a repetition of an operation. Synonyms for iteration in Free Thesaurus. Despite obvious theoretical appeal, significant startup costs and a reliance on grid-based methods have limited the use of policy function iteration as a solution. Unlike value iteration, in policy iteration we start with the random policy, then we find the value function of that policy; if the value function is not optimal then we find the new improved policy. It also leads to polynomial bounds on several variants. 1 Finite horizon We begin with the finite horizon case, where we are concerned with decisions and rewards only up until a given time t = H. Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. Policy iteration is a class of algorithms that search the policy space to find optimal solution. edu for free. classi er and the overall value function ap-proximation. Note that if we knew the value function v, the optimal decisions would be given by the solution of the "max " problem in the RHS, and will depend on k. Combining Reinforcement Learning and Deep Learning techniques works extremely well. I will try to answer in simplest terms : Both value and policy iteration work around The Bellman Equations where we find the optimal utility. Introduction Modi ed Policy Iteration (MPI) (Puterman & Shin, 1978) is an iterative algorithm to compute the optimal policy and value function of a Markov Decision Process (MDP). I thank the participants of the joint. It produces a sequence of policies and asso- ciated cost functions through iterations that have two phases: policy evaluation (where the cost function of a policy is evaluated), and policy improvement (where a new policy is generated). Our apologies in advance to those we have left out. However, by encoding the policy with a function. Q-Learning with (linear) function approximation, which approximates values with a linear function, i. The Wolfram Language's symbolic architecture makes powerful general forms of functional iteration immediately accessible. This function must return one element at a given time and then increments the internal pointer to next. We study a new, model-free form of approximate policy iteration which uses Sarsa updates with linear state-action value function approximation for policy evaluation, and a "policy improvement operator" to generate. For some reason which I do not under stand, I get the. Policy evaluation algorithms can be further classi ed as direct or indirect. Policy iteration-based optimal control design for nonlinear descriptor systems Yebin Wang Abstract—This paper considers state feedback optimal con-trol design for a class of nonlinear descriptor systems. Policy Iteration: Iteratively perform Policy Evaluation and Policy Improvement until we reach the optimal policy. Lagoudakis, Ronald Parr; 4(Dec):1107-1149, 2003. 4 Policy iteration Policy or strategy iteration [10,18,19] is a method to compute the least (or greatest) xpoint of speci c classes of monotonic operators. In policy iteration this initial approximation to the value function was used to construct the starting values for the policy function. Value iteration starts at the "end" and then works backward, refining an estimate of either Q * or V *. Although the use of a reward function in value iteration is quite intuitive, writing down how to calculate a reward Max Pflueger would like to acknowledge support from the ARCS Foundation for this work. The algorithm is illustrated as follows: 1. Limitations of Recursive Approach: 1. If they are not good, then we find a new policy. Also referred to as an experience-generating iteration, the size can be set in one of the hyperparameters for training. The problem is that I need to change function name iteratively with each iteration of matlab code. These algorithms rely on policy-dependent expectations of the transition and reward functions, which require all experience to be remembered and iterated over for each new policy evaluated. Iterations of functions are common in computer programming, since they allow multiple blocks of data to be processed in sequence. The value of the input at the current iteration is used as the value of the iteration variable at the next iteration. Direct methods use simulation to generate value function estimates for di erent system states and t a pre-de ned approximation. Policy iteration is a major alternative to value iteration. In this course, you can learn what Python is and why it's become such a powerful and in-demand programming language. In such cases we may wish to approximate Q with a parametric function approximator and do some form of approximate policy. 3) for just one policy w, then the value iteration algorithm constructs recursively solutions to a version of the drift inequality (1. function while the number supports can be determined as needed in order to nd the required solution. View Policy Iteration Research Papers on Academia. Policy function iteration methods for solving and analyzing dynamic stochastic general equilibrium models are powerful from a theoretical and computational perspective. A notation for iterating a function. edu for free. We present an approximate dynamic programming method based on simulation, policy iteration, a postdecision state formulation, and a logistic value function approximation. 2006 ⁄These notes are mainly based on the article Dynamic Programming by John Rust(2006), but all errors in these notes are mine. png Format: PNG Size: 37KB Width: 1251 Height: 85. Notes on Numerical Dynamic Programming in Economic Applications Moritz Kuhn⁄ CDSEM Uni Mannheim preliminary version 18. It is fast and flexible, and can be applied to many complicated programs. How do we choose the optimal timing of the max operator? 28. The design can be modified with each iteration, which means that the software evolves as new functional capabilities are developed. In numerical analysis, fixed-point iteration is a method of computing fixed points of iterated functions. t Stack Exchange Network Stack Exchange network consists of 175 Q&A communities including Stack Overflow , the largest, most trusted online community for developers to learn, share their knowledge, and build their careers. Policy iteration is one of the foundational algorithms in all of reinforcement learning and learning optimal control. However we show in section V-A that the TD( ). Return Value. In the policy iteration algorithm, on the other hand, the expected relative costs h (s i), s i ∈ S are calculated for a given policy μ (k), where superscript k is an iteration index. Policy Iteration Guarantees Theorem. m: A Matlab program to solve a simple stochastic growth % model via policy function iteration (Howard's % Policy Improvement Algorithm). 0 Do one iteration of policy iteration on the MDP below. Comparison with Value Function Iteration¶ How does Euler equation time iteration compare with value function iteration? Both can be used to compute the optimal policy, but is one faster or more accurate? There are two parts to this story. Discrete grid =)G(x) and V(x) have –nite # of elements. If the decision rule is close to the optimal. If you start with random policy, it finds the value function of that policy, then it finds the new improvised policy based on the previous value. The Samsung Galaxy Watch is the latest wearable by the South Korean tech giant. Dependencies To enable this parameter, select the Show iteration variable parameter which also displays an output port labeled 1:N. “Using Cloud Functions is the most fun I've had developing in years. The problem is that I need to change function name iteratively with each iteration of matlab code. Hence, we reach the same conclusion established for the policy iteration algorithm in the companion paper [23]: the strong stability. Orange Box Ceo 6,758,789 views. Plot the average value function after each iteration alongside the average value function found using value iteration after each iteration (initial value $0$). Policy function iteration methods for solving and analyzing dynamic stochastic general equilibrium models are powerful from a theoretical and computational perspective. After each iteration of the policy, you re-calculate the value function for that policy to within a certain precision. For that guess of the value function, compute V1(k) as follows: V1(k) = max k0 ((k + (1 )k k0)1 ˙ 1 1 ˙ + V0(k0)). The stopping criterion for value function iteration was that the maximum difference between two successive iterates be below 10 −7. Policy iteration is a major alternative to value iteration. 5 synonyms for iteration: reiteration, repetition, restatement, loop, looping. Policy Iteration 7 Temporal Difference Learning •Suppose there is a sequence of numerical values, v 1,v 2,v 3,, and the goal is to predict the next value, given all of the previous values. Iteration → recursion An iterative function can be converted to a tail recursive function by using the loop condition as the base case and the body of the loop as the recursive step. policy iteration. A computer can execute recursive functions with just this while loop to provide iteration, plus the mechanism to access memory, including the ability to increase the size of the memory at will. It makes sense as this function is called a couple of times. However, policy iteration requires solving possibly large linear systems: each iteration takes O(card(S)3) time. classi er and the overall value function ap-proximation. Stack Exchange network consists of 175 Q&A communities including Stack Overflow, the largest, most trusted online community for developers to learn, share their knowledge, and build their careers. , cookie and privacy policy. 1 Basic Idea The basic idea underlying NFQ is the following: Instead of updating the neural value function on-line (which leads to the problems described in the previous section), the update is performed off-line considering an entire set of transition experiences. Ronald Parr [email protected]
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No, Iceland Didn’t Just Make It Illegal to Pay Women Less Than Men January 5 2018 by Patrice Lee Onwuka
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Top Hollywood Women Launch Time’s Up as the Answer to #MeToo, but Don’t Be Fooled January 3 2018 by Patrice Lee Onwuka
What You Need to Know About New York's Paid Leave Plan January 3 2018 by Patrice Lee Onwuka
18 States Hike Minimum Wage in 2018, Young Female Workers May Suffer January 2 2018 by Patrice Lee Onwuka
Ivanka Trump Visit Triggers Connecticut Parents to Pull Kids Out of School December 22 2017 by Patrice Lee Onwuka
Capitol Hill Just Passed a #GoodDealforWomen Through Tax Reform December 19 2017 by Patrice Lee Onwuka
California’s $15 Minimum Wage to Cost 400,000 Jobs – Many for Women December 18 2017 by Patrice Lee Onwuka
Pew: Gender Discrimination, Sexual Harassment are Problems but Not Universal December 15 2017 by Patrice Lee Onwuka
Alyssa Milano, John Oliver Aren’t for Saving the Internet but Internet Control December 14 2017 by Patrice Lee Onwuka
Feminism is 2017’s Word of the Year But Women Still Don’t Know What It Means December 13 2017 by Patrice Lee Onwuka
San Francisco Embraces Everyone but Delivery Robots December 12 2017 by Patrice Lee Onwuka
Jobs Report: One Million More Women Are Working Since November 2016 December 8 2017 by Patrice Lee Onwuka
What Paris Hilton Could Teach Chelsea Handler About Grace in Crisis December 8 2017 by Patrice Lee Onwuka
Kellyanne Conway Had a #MeToo Moment Too, But No One Paid Attention Because of Politics December 7 2017 by Patrice Lee Onwuka
Mark Zuckerberg’s Paternity Leave Tells Us 3 Things About Paid Leave, Millennials December 6 2017 by Patrice Lee Onwuka
Sheryl Sandberg Calls Out the Chilling Effect Between Sexes Following Harassment Revelations December 5 2017 by Patrice Lee Onwuka
Three Ways to Maximize Your Last Paychecks of 2017 December 1 2017 by Patrice Lee Onwuka
Meghan Markle Giving Up Her Career for Prince Harry Doesn’t Make Her a Bad Woman November 29 2017 by Patrice Lee Onwuka
Susan Sarandon is Still Anti-Hillary, The Left Blasts Her For It November 28 2017 by Patrice Lee Onwuka
FCC’s Thanksgiving Blessing was to End Internet Neutrality Regulations November 27 2017 by Patrice Lee Onwuka
Black Friday Protests Dwindle Exposing This Uncomfortable Truth November 27 2017 by Patrice Lee Onwuka
Kathy Griffin’s Sadistic Trump Joke Left Her Jobless, She’s Not a Victim November 21 2017 by Patrice Lee Onwuka
New York Wants to Dictate When You Work November 20 2017 by Patrice Lee Onwuka
Bernie Sanders Blatantly Gives Bill Clinton, Al Franken a Pass on Sexual Harassment November 20 2017 by Patrice Lee Onwuka
Do Winter Blizzards Call for Paid Leave Too? November 15 2017 by Patrice Lee Onwuka
‘The Simpsons’ Calling Kellyanne Conway a Nazi is a Sexist, Racist Cheap Shot November 14 2017 by Patrice Lee Onwuka
How Zero Tolerance Polices Backfire in the Age of #MeToo November 13 2017 by Patrice Lee Onwuka
Three G.I. Janes from American History that Make Women Proud on Veterans Day November 10 2017 by Patrice Lee Onwuka
TSA Failing Undercover Weapons Tests – Again, and It’s Disturbing November 10 2017 by Patrice Lee Onwuka
NAACP Exploits NFL Protests to Ban "Star-Spangled Banner" as National Anthem November 9 2017 by Patrice Lee Onwuka
Women in Congress Have an Answer to Paid Leave November 8 2017 by Patrice Lee Onwuka
Sexist LA Times Columnist Attacks Sarah Huckabee Sanders’ Looks November 6 2017 by Patrice Lee Onwuka
Explosive: DNC, Hillary Clinton Campaign Rigged the Party Nomination for Her November 3 2017 by Patrice Lee Onwuka
Eva Longoria is Desperately Wrong to Push the Latina Pay Gap November 2 2017 by Patrice Lee Onwuka
Shame on Cosmo for Normalizing Incest – Again November 2 2017 by Patrice Lee Onwuka
Poll: Most Women Love Tech but Only Half Think It’ll Improve Their Life November 1 2017 by Patrice Lee Onwuka
2018 Obamacare Premiums to Leave Even Wider Hole in Your Wallet October 30 2017 by Patrice Lee Onwuka
Walmart Debuts Robots to Make (Holiday) Shopping Better October 30 2017 by Patrice Lee Onwuka
NAACP Issues Inane Flying-While-Black Advisory, Please Keep It to Yourselves October 27 2017 by Patrice Lee Onwuka
President Trump’s Opioid Attack Plan: Personal, Practical, and Policy October 26 2017 by Patrice Lee Onwuka
UPenn Teacher Helps Black Women by Discriminating Against White Men October 24 2017 by Patrice Lee Onwuka
Campus Sexual Assault: The Distressing Fight Mothers Face for Their Sons, Advice to Young Women October 23 2017 by Patrice Lee Onwuka
IRS to Hold Tax Returns Hostage to Enforce Obamacare October 20 2017 by Patrice Lee Onwuka
ABC’s Misleading Workplace Sexual Harassment Poll Pushes an Agenda October 19 2017 by Patrice Lee Onwuka
‘The Big Bang Theory’ Actress Counsels Actresses to be Modest, Triggers Feminist Backlash October 17 2017 by Patrice Lee Onwuka
No, NFL Protests Aren't About the Gender Pay Gap October 16 2017 by Patrice Lee Onwuka
Ivanka Trump to Boost Global Women Entrepreneurs Via World Bank Fund October 16 2017 by Patrice Lee Onwuka
President Trump’s Anti-Regulation Crusade may be Working in Americans’ Eyes October 13 2017 by Patrice Lee Onwuka
Lawmakers Try to Stop Secretary DeVos on Campus Sexual Assault Policy October 13 2017 by Patrice Lee Onwuka
Black Lives Matter Group Opposes Free Speech for Every American October 12 2017 by Patrice Lee Onwuka
Harvey Weinstein’s Open Secret Exposes Hypocrisy on the Left October 10 2017 by Patrice Lee Onwuka
Marc Jacobs Doubles Down on Free Expression for Designers, Artists October 10 2017 by Patrice Lee Onwuka
On Columbus Day, Give Him a Break October 9 2017 by Patrice Lee Onwuka
Company Behind Fearless Girl Statute Admits Gender Pay Issues October 9 2017 by Patrice Lee Onwuka
Three Bright Spots for Women in Today’s Jobs Report October 6 2017 by Patrice Lee Onwuka
Half of Americans Can’t Afford More than $100 in Healthcare Premiums October 4 2017 by Patrice Lee Onwuka
One Tech Company Changed Approach to Promotions, Women Won Big October 3 2017 by Patrice Lee Onwuka
Librarian Rejects Dr. Seuss Books Because Melania Trump Sent Them September 29 2017 by Patrice Lee Onwuka
Amber Rose’s Slutwalk is a Stunt Not Empowerment September 29 2017 by Patrice Lee Onwuka
Do We Want a Feminist ‘Will & Grace’ Reboot? September 26 2017 by Patrice Lee Onwuka
Hillary Clinton Slams Women Who Support Trump as “Publicly Disrespecting Themselves” September 26 2017 by Patrice Lee Onwuka
Betsy DeVos Ends Obama-Era Policies on School Sexual Assault September 22 2017 by Patrice Lee Onwuka
Washington Wants Black Households to Trade Privacy for Cash September 22 2017 by Patrice Lee Onwuka
Half of College Women Get This Wrong about Hate Speech September 20 2017 by Patrice Lee Onwuka
Joe Biden Slams Socialist Universal Basic Income Idea September 19 2017 by Patrice Lee Onwuka
Millennials Would Trade Right to Vote for Student Loan Freedom September 18 2017 by Patrice Lee Onwuka
Feminists Attack Starbucks's Pumpkin Spice Lattes for Funding White Supremacy September 15 2017 by Patrice Lee Onwuka
DeVos Backlash Incites Dangerous Language September 14 2017 by Patrice Lee Onwuka
Over One in Three Americans Can’t Name Any 1st Amendment Rights September 12 2017 by Patrice Lee Onwuka
Miss America Pageant Gets Political and Blatantly Anti-Trump September 11 2017 by Patrice Lee Onwuka
Melania Trump Staffs Fewer People than Michelle Obama – A Savings for Taxpayers September 8 2017 by Patrice Lee Onwuka
Hillary Clinton Asks 'What Happened?' in 2016 September 7 2017 by Patrice Lee Onwuka
Kim Kardashian Still Eschews One Label: Feminist September 5 2017 by Patrice Lee Onwuka
Jerry Springer Rides the $15 Minimum Wage Wagon September 5 2017 by Patrice Lee Onwuka
A $20 Question: Will Harriet Tubman be on the Bill? September 1 2017 by Patrice Lee Onwuka
Estee Lauder Faces Heat Over Paid Leave for Dads August 31 2017 by Patrice Lee Onwuka
No, Melania’s Shoes are Not the Story, Texas is August 30 2017 by Patrice Lee Onwuka
Illinois Governor Shuts Down $15 Minimum Wage August 28 2017 by Patrice Lee Onwuka
Amy Schumer's Equal Pay Problem August 25 2017 by Patrice Lee Onwuka
Poll: Nearly Three Out of Four Americans Would Die to Defend Freedom of Speech August 25 2017 by Patrice Lee Onwuka
Here’s Another Way Women Suffer from Minimum Wage Increases August 24 2017 by Patrice Lee Onwuka
Oops! Social Security Website Misdirects $11 Mil to Thieves August 23 2017 by Patrice Lee Onwuka
D.C. Raises Minimum Wage, Diners Foot the Bill August 21 2017 by Patrice Lee Onwuka
What Dr. Ben Carson Shows Us about Confronting Hateful Ideas August 17 2017 by Patrice Lee Onwuka
Hope Brings Another Woman to Trump Leadership Circle August 17 2017 by Patrice Lee Onwuka
Helen Mirren’s Feminism is about Anti-Trump and Potty-Mouths August 16 2017 by Patrice Lee Onwuka
CFPB Crackdown May Trap Borrowers in a Different Debt Trap August 14 2017 by Patrice Lee Onwuka
Sheryl Sandberg Leans In to One-Size-Fits-All Paid Leave Plan August 10 2017 by Patrice Lee Onwuka
Café Charges 18% Man Tax to Close the Gender Pay Gap August 9 2017 by Patrice Lee Onwuka
College STEM Women Claim to be Sexism Victims August 7 2017 by Patrice Lee Onwuka
A Sexism Rating Coming to a Movie Near You August 3 2017 by Patrice Lee Onwuka
IRS Rehires Hundreds of Fired Workers Despite Serious Transgressions August 3 2017 by Patrice Lee Onwuka
Study: MD County to Lose 47,000 jobs because of $15 Minimum Wage August 2 2017 by Patrice Lee Onwuka
Adam Carolla Schools Congress on Campus Free Speech July 31 2017 by Patrice Lee Onwuka
How One Tech Company is Taking on the Future of Work July 28 2017 by Patrice Lee Onwuka
Governor Christie Shuts Down Costly Paid Leave Expansion Bill July 27 2017 by Patrice Lee Onwuka
Teachers’ Union Boss Plays the Race Card against Secretary DeVos July 25 2017 by Patrice Lee Onwuka
Cutting the Strings on Obamacare Enrollment Assistance July 24 2017 by Patrice Lee Onwuka
Not Even Death Stops a Government Check July 21 2017 by Patrice Lee Onwuka
Who Cares for the Caregivers? July 19 2017 by Patrice Lee Onwuka
College Diversity Officials Rake in Major Dough July 18 2017 by Patrice Lee Onwuka
DHS Hides Spending $3.6 Mil of Taxpayer Dollars on Pricey Conferences July 17 2017 by Patrice Lee Onwuka
Study: Marrying Before Having Kids is a Strong Path to Success for Millennials July 13 2017 by Patrice Lee Onwuka
$2 Mil NJ Welfare Fraud Exposes Holes in Our Social Safety Net July 7 2017 by Patrice Lee Onwuka
“WTF” is Silicon Valley’s Next Answer to the Democratic Party July 6 2017 by Patrice Lee Onwuka
Fraud Alert: Federal Free Phone, Internet Program Wastes $100 Mil Annually on Fake, Dead Enrollees July 3 2017 by Patrice Lee Onwuka
Cosmo Leaves Conservatives Off Their Short List of Female Presidential Candidates June 28 2017 by Patrice Lee Onwuka
Report: Seattle’s Minimum Wage Hike Gave Low-Wage Workers a $125 Monthly Pay Cut June 27 2017 by Patrice Lee Onwuka
Obama Comes Out to Bash Senate Repeal Bill June 23 2017 by Patrice Lee Onwuka
Maybe Profit Motivates Tech Companies More than Politics June 22 2017 by Patrice Lee Onwuka
Ivanka Trump Hits Capitol Hill about Paid Leave June 20 2017 by Patrice Lee Onwuka
Supreme Court Upholds Offensive Names as Free Speech June 20 2017 by Patrice Lee Onwuka
Silicon Valley CEOs Ignore Calls to Boycott Trump Tech Summit June 19 2017 by Patrice Lee Onwuka
What the Return of Pro-Net Neutrality Democrat Means for Internet Regs Rollback June 15 2017 by Patrice Lee Onwuka
Is the Federal Consumer Cop Asleep on the Job? June 15 2017 by Patrice Lee Onwuka
Obama Health Records Program Leaves Taxpayers on the Hook for Mispayments June 15 2017 by Patrice Lee Onwuka
Just in Time for July 4th New York State Greenlights Uber, Lyft June 9 2017 by Patrice Lee Onwuka
Filter, Don’t Pilfer June 8 2017 by Patrice Lee Onwuka
What Michelle Obama Gets Wrong About Self-Interest June 8 2017 by Patrice Lee Onwuka
Harvard Revokes Acceptances Over Online Comments June 6 2017 by Patrice Lee Onwuka
Bill Maher’s N-Word Episode June 5 2017 by Patrice Lee Onwuka
Hillary Clinton's Whine Tour Stops in Silicon Valley June 2 2017 by Patrice Lee Onwuka
Maryland Governor Shuts Down Paid Sick-Leave Bill May 26 2017 by Patrice Lee Onwuka
Chelsea Clinton Equates Child Marriage to Climate Change May 26 2017 by Patrice Lee Onwuka
Obamacare’s Death Spiral Claims Another Healthcare Insurer May 25 2017 by Patrice Lee Onwuka
Top 10 Unauthorized Federal Programs on the Chopping Block in Trump Budget May 25 2017 by Patrice Lee Onwuka
Supreme Court Ends Judge Shopping for Patent Trolls May 23 2017 by Patrice Lee Onwuka
State of Texas Trumps Austin over Uber, Lyft Regulations May 22 2017 by Patrice Lee Onwuka
Undoing Net Neutrality Starts Today May 18 2017 by Patrice Lee Onwuka
San Francisco May Stall Delivery Robots May 18 2017 by Patrice Lee Onwuka
Miss USA Stands by Her Comments – Good for Her May 17 2017 by Patrice Lee Onwuka
Miss USA Slammed for Saying Healthcare is a Privilege Rather than a Right May 15 2017 by Patrice Lee Onwuka
Don’t Be Tone Deaf on Hearing Aids May 11 2017 by Patrice Lee Onwuka
Grads Boo Betsy DeVos at Commencement May 11 2017 by Patrice Lee Onwuka
TV Comedian John Oliver Piles on to Save Obama Internet Rules May 10 2017 by Patrice Lee Onwuka
Automation Coming to a City near You May 9 2017 by Patrice Lee Onwuka
Your Zip code Is a Good Predictor for How Long You Live May 9 2017 by Patrice Lee Onwuka
Tech Bosses: Expect Significant Automation of Jobs by 2022 May 5 2017 by Patrice Lee Onwuka
Can Another Tech Squad to Transform How Washington Works? May 5 2017 by Patrice Lee Onwuka
Tech Founder to Ivanka Trump: Don’t Use My Story May 3 2017 by Patrice Lee Onwuka
Are Saving and Debt Repayment the New Normal for Americans? May 2 2017 by Patrice Lee Onwuka
This Immigrant is Showing Up to Work on May Day May 1 2017 by Patrice Lee Onwuka
FCC Announces Net Neutrality Reversal Plan April 27 2017 by Patrice Lee Onwuka
Copyright Office Reform Bill Passes House April 27 2017 by Patrice Lee Onwuka
FCC Expected to Kick Net Neutrality to the Curb April 26 2017 by Patrice Lee Onwuka
Delivery Robots Get Legislative Green Light in Two States April 25 2017 by Patrice Lee Onwuka
Harvard Study: Higher Minimum Wages Trigger Restaurant Closures April 24 2017 by Patrice Lee Onwuka
Not Done Rolling Back Washington’s Red Tape Yet April 19 2017 by Patrice Lee Onwuka
Three Celebrities Feeling the Pain on Tax Day April 18 2017 by Patrice Lee Onwuka
Female-Led FTC Takes Reducing Regulations Seriously April 18 2017 by Patrice Lee Onwuka
New York Pilots Free College Tuition Plan April 13 2017 by Patrice Lee Onwuka
Poll: Americans Comfortable with AI in Most--But Not All--Instances April 11 2017 by Patrice Lee Onwuka
No Phone Calls on Airplanes After All April 11 2017 by Patrice Lee Onwuka
Amazon to Hire 30,000 Part-time, Work-from-Home Jobs April 10 2017 by Patrice Lee Onwuka
Judge Blocks Seattle’s Plan to Unionize Uber April 7 2017 by Patrice Lee Onwuka
Stop the Misinformation on the Roll-Back of Privacy Rules April 5 2017 by Patrice Lee Onwuka
The Challenge of Counterfeit Drugs April 4 2017 by Patrice Lee Onwuka
Cali Lawmaker Wants to Push Gig-Economy Workers into Unions April 3 2017 by Patrice Lee Onwuka
FCC Reverses Federal Power Grab Over LifeLine Program (AKA ObamaPhones for the Internet) March 30 2017 by Patrice Lee Onwuka
Here’s How Uber is Boosting Diverse Applicants March 30 2017 by Patrice Lee Onwuka
Congress Scraps Obama-Era Privacy Rules March 30 2017 by Patrice Lee Onwuka
Should We Worry About Robots Replacing Workers? March 27 2017 by Patrice Lee Onwuka
Black Leaders Tell Trump What They Have to Lose March 23 2017 by Patrice Lee Onwuka
Congress to Free the Copyright Office from the Thumb of the Library of Congress March 23 2017 by Patrice Lee Onwuka
Why Everything from Dresses to Avocados May Get More Expensive March 22 2017 by Patrice Lee Onwuka
Trump, Clinton Campaigns Depended Upon Sharing Economy on the Campaign Trail March 21 2017 by Patrice Lee Onwuka
Before You Blame the Wage Gap, Check Your Attitude March 20 2017 by Patrice Lee Onwuka
Trump Hacks Away at the TSA March 20 2017 by Patrice Lee Onwuka
Trump Pumps the Brakes on Obama-Era Fuel Efficiency Regs March 16 2017 by Patrice Lee Onwuka
Students Push Back on Feminist Professor’s Indoctrination March 15 2017 by Patrice Lee Onwuka
President Trump: May Be Time to Say "You're Fired!" to Duplicative Agency Employees March 14 2017 by Patrice Lee Onwuka
Austin’s Struggle with Transportation After Uber, Lyft Ride Out of Town March 13 2017 by Patrice Lee Onwuka
Steve Case: American Workers Feeling Left Behind, Really Have Been Left Behind March 13 2017 by Patrice Lee Onwuka
Analogies Fly Over Net Neutrality March 9 2017 by Patrice Lee Onwuka
These are the Women A Day Without Women Hurts March 8 2017 by Patrice Lee Onwuka
Can Facebook’s New Tool Crack Down on “Fake News”? March 7 2017 by Patrice Lee Onwuka
Is Regulating the Internet a Good Idea? March 6 2017 by Patrice Lee Onwuka
Dr. Ben Carson Confirmed as HUD Head March 3 2017 by Patrice Lee Onwuka
Robots Green-Lighted to Deliver Your Packages March 2 2017 by Patrice Lee Onwuka
Three Key Messages to Black America from Trump’s Address March 1 2017 by Patrice Lee Onwuka
Reports: GM Lobbies to Keep Competing Self-Driving Tech Off the Road February 28 2017 by Patrice Lee Onwuka
New Self-driving Truck Company Speeds Up the Technology February 27 2017 by Patrice Lee Onwuka
Small Internet Companies Gain Regulatory Relief from Washington February 24 2017 by Patrice Lee Onwuka
Women Have a New Ally in Getting Them to Work February 24 2017 by Patrice Lee Onwuka
Federal Watchdog: Obama’s Techie Squad Flouted the Rules February 22 2017 by Patrice Lee Onwuka
Adulting School: Millennials Are Signing Up for Classes February 22 2017 by Patrice Lee Onwuka
Former AG Eric Holder Leading Internal Investigation at Uber February 21 2017 by Patrice Lee Onwuka
Whoopi Snubs the Mean Girls at New York Fashion Week in Defense of Tiffany Trump February 17 2017 by Patrice Lee Onwuka
Humana Calls It Quits on ObamaCare, Leaving One State in Trouble February 16 2017 by Patrice Lee Onwuka
Congress Opens the Door to Self-Driving Cars February 15 2017 by Patrice Lee Onwuka
Linda McMahon Confirmed to Head the SBA February 14 2017 by Patrice Lee Onwuka
Cabs Threaten to Halt Wheelchair Access Over Uber, Lyft February 14 2017 by Patrice Lee Onwuka
Trump Models: The Next Target in the Fashion World Purge February 13 2017 by Patrice Lee Onwuka
Senate Dems Come Out Swinging to Protect Washington’s Control of the Internet February 8 2017 by Patrice Lee Onwuka
A Surprise Stand for Competition Over Cronyism in Battle for NYC Streets? February 8 2017 by Patrice Lee Onwuka
Lifeline Internet Assistance Program (AKA Obamaphones for the Internet) Takes a Hit February 7 2017 by Patrice Lee Onwuka
Big Mac ATM’s, the Answer to $15 Minimum Wages? February 2 2017 by Patrice Lee Onwuka
New FCC Chairman Gets to Work Cutting Red Tape February 2 2017 by Patrice Lee Onwuka
Trump Transportation Secretary Chao Confirmed, Despite Democratic Protest February 1 2017 by Patrice Lee Onwuka
Cutting the Red Tap: President Trump Orders 2-for 1 Rule on Regulations January 31 2017 by Patrice Lee Onwuka
Chelsea Handler's Garbage-Pail Mouth is Now Shaming Melania Trump's English January 27 2017 by Patrice Lee Onwuka
Break out the Dow 20K Hats? January 27 2017 by Patrice Lee Onwuka
Apple Hit with Another Lawsuit over Distracted Driving January 25 2017 by Patrice Lee Onwuka
Getting American Workers Ready for Automation’s Coming Shake-Up January 24 2017 by Patrice Lee Onwuka
Uber Ponies Up $20M to Feds Over Driver Pay January 23 2017 by Patrice Lee Onwuka
Americans Aren’t Really Warming Up to Self-Driving Cars January 19 2017 by Patrice Lee Onwuka
The Government’s “Slant” on Trademarks Gets Challenged January 19 2017 by Patrice Lee Onwuka
Uber Sues Seattle to Block Drivers from Unionizing January 18 2017 by Patrice Lee Onwuka
Inauguration Reminds Us Why Home Sharing is a Win for Travelers January 17 2017 by Patrice Lee Onwuka
Jesse Jackson PUSHes Uber on Diversity Statistics January 13 2017 by Patrice Lee Onwuka
5 Times President Obama’s Rhetoric Didn’t Match His Kumbaya Message January 11 2017 by Patrice Lee Onwuka
Jenna Bush Microaggressess at the Golden Globes? January 10 2017 by Patrice Lee Onwuka
Rolling Back Obama’s Internet Privacy Rules January 9 2017 by Patrice Lee Onwuka
Update: City of San Diego Says Restaurants Can't Publicly Blame Surcharge on Minimum Wage Hike January 6 2017 by Patrice Lee Onwuka
San Diego Restaurants Slap Diners with Surcharges Thanks to Minimum Wage Increases January 6 2017 by Patrice Lee Onwuka
The Uber Hook-Up Effect January 5 2017 by Patrice Lee Onwuka
Christmas Eve Distracted Driving Fatality Could Trigger Government Action January 3 2017 by Patrice Lee Onwuka
Cali Regulators Drive Uber’s Self-Driving Cars Away December 27 2016 by Patrice Lee Onwuka
Will Seattle’s Driver Unionization be the End of Uber, Ridesharing? December 21 2016 by Patrice Lee Onwuka
Not Fake News: Some UVA Students Sign Fake Anti-Christmas Petition December 20 2016 by Patrice Lee Onwuka
Pinterest Misses Female Recruitment Quantity Quotas, But Hits on Quality December 19 2016 by Patrice Lee Onwuka
No Michelle Obama, “Hope” Doesn’t Start and End with Your Husband December 19 2016 by Patrice Lee Onwuka
Uber, San Francisco Regulators Crash Head-on over Self-Driving December 16 2016 by Patrice Lee Onwuka
More on the Shaming of Wonder Woman December 15 2016 by Patrice Lee Onwuka
Environmental Group Smears Black Beauty Products December 14 2016 by Patrice Lee Onwuka
San Francisco Mayor Sides with Airbnb December 12 2016 by Patrice Lee Onwuka
Airbnb Can’t Beat ‘Em, So Now They’re Lobbying ‘Em December 9 2016 by Patrice Lee Onwuka
The Supremes Side with Samsung Against Apple in High-Profile Patent Case December 7 2016 by Patrice Lee Onwuka
Cell Phones on the Road: A Serious Problem, but Do the Feds Need to Solve It? December 6 2016 by Patrice Lee Onwuka
Airbnb Took on the Big Apple and Lost December 5 2016 by Patrice Lee Onwuka
Obama’s Overtime Rule is Down, but Not Out December 2 2016 by Patrice Lee Onwuka
Taxpayers Will Forgive Billions More in Student Loan Debt December 2 2016 by Patrice Lee Onwuka
Uber Drivers Join Minimum Wage Protesters November 30 2016 by Patrice Lee Onwuka
Negative Online Reviews Get New Federal Protection November 30 2016 by Patrice Lee Onwuka
#GivingTuesday: the Hangover Cure for a Weekend of Spending November 29 2016 by Patrice Lee Onwuka
Some Maine Restaurant Workers Worried about Effects of Minimum Wage Hike November 28 2016 by Patrice Lee Onwuka
Judge Blocks Obama Workplace Overtime Rules November 23 2016 by Patrice Lee Onwuka
Pew: One in Four Americans Makes Bank through the Gig Economy November 21 2016 by Patrice Lee Onwuka
U.S. Small Businesses: Good News and Bad News November 21 2016 by Patrice Lee Onwuka
Arizona’s New Minimum Wage Packs a One-Two Punch for Nonprofits November 18 2016 by Patrice Lee Onwuka
Washington State Minimum Wage Passed and Childcare Costs Skyrocket November 17 2016 by Patrice Lee Onwuka
Hi, I’m Ben, Your Senator and Uber Driver! November 15 2016 by Patrice Lee Onwuka
Facebook Ends Multicultural Targeted Ads November 14 2016 by Patrice Lee Onwuka
Oprah’s Guarded Hope for the New President Triggers the Left November 14 2016 by Patrice Lee Onwuka
Star-Power Failed to Energize Millennials at the Polls November 10 2016 by Patrice Lee Onwuka
Mom-preneur Faces Charges for Selling Ceviche? November 9 2016 by Patrice Lee Onwuka
Uber is Back on the Road in Philly November 7 2016 by Patrice Lee Onwuka
Airbnb’s Self-Policing Strategy against Discrimination November 4 2016 by Patrice Lee Onwuka
Sanders and Warren Ignore that America is Better Off Now While Promoting Socialism • Evening Edit October 14 2019 by Patrice Lee Onwuka
Biden campaign plans to lose Iowa, New Hampshire, and Nevada • Rising October 11 2019 by Patrice Lee Onwuka
Is Warren trying to win black voters by floating Gillum as VP • Rising October 11 2019 by Patrice Lee Onwuka
US Businesses Should Stand Behind Hong Kong • Making Money October 9 2019 by Patrice Lee Onwuka
Left Leaning Outlets Turn on NYT Following Kavanaugh Hit Piece • Evening Edit September 23 2019 by Patrice Lee Onwuka
Partisan Party Politics Turns American Voters Off • Lou Dobbs Tonight September 18 2019 by Patrice Lee Onwuka
Bashing Billionaires Dissuades Everyone from Trying to Reach the Top • Making Money September 13 2019 by Patrice Lee Onwuka
Dems Have a Hard Case to Make Heading Into 2020 • Your World with Neil Cavuto September 9 2019 by Patrice Lee Onwuka
Dems Prioritize Gun Reform But Its All Talk • Evening Edit September 9 2019 by Patrice Lee Onwuka
Talking Tech: Is Being a "Big Company" a Bad Thing? • Making Money with Charles Payne September 6 2019 by Patrice Lee Onwuka
Media Needs to Find Balance Between Criticism and Support of President • Evening Edit September 3 2019 by Patrice Lee Onwuka
Democrats Continue to Focus on Emotion Over Fact: Biden and AOC • Trish Regan Primetime August 30 2019 by Patrice Lee Onwuka
Is the DNC rigging the debate rules? • Rising August 29 2019 by Patrice Lee Onwuka
Is South Carolina Biden's Hail Mary? • Rising August 29 2019 by Patrice Lee Onwuka
4 in 10 People Won't Trust the 2020 Election Results if Their Team Loses • Lou Dobbs Tonight August 28 2019 by Patrice Lee Onwuka
Taking Border Security Seriously with Approved Funding for The Wall • Evening Edit August 27 2019 by Patrice Lee Onwuka
Women Are Winning in This Economy • Coast to Coast August 22 2019 by Patrice Lee Onwuka
Language Police: In San Francisco and on Facebook • Lou Dobbs Tonight August 22 2019 by Patrice Lee Onwuka
Harry Reid Denounces Trajectory of Dem Party • Making Money with Charles Payne August 21 2019 by Patrice Lee Onwuka
Judge Trump’s actions, not words — and other commentary August 19 2019 by Patrice Lee Onwuka
Conservative commentator rips Shapiro over criticism of people with multiple jobs August 16 2019 by Patrice Lee Onwuka
How Will the Economy Effect the 2020 Conversation? • Coast to Coast August 15 2019 by Patrice Lee Onwuka
Israel Should Say "Thanks, But No Thanks" to Reps. Omar and Tlaib • Lou Dobbs Tonight August 15 2019 by Patrice Lee Onwuka
We Need to Act Now to Steer Away from Red Flags Ahead • Making Money August 14 2019 by Patrice Lee Onwuka
"In God We Trust" Is Important to Display in School • Lou Dobbs Tonight August 14 2019 by Patrice Lee Onwuka
Political Talking Points Stir Up Violent Threats Against SoulCycle Owner • Evening Edit August 9 2019 by Patrice Lee Onwuka
Pitting Consumers Against Businesses in the Name of Politics • Coast to Coast August 8 2019 by Patrice Lee Onwuka
Democratic Socialists Cannot Defeat Capitalism with Proper Pronouns and Complaints • Lou Dobbs August 6 2019 by Patrice Lee Onwuka
Don't pander to women; offer real opportunity August 1 2019 by Patrice Lee Onwuka
Bernie Ignores Legitimate Questions About his Health Care Plans • Evening Edit July 31 2019 by Patrice Lee Onwuka
The Washington Post Plays Scapegoat for Those Still Hung Up on 2016 Election • Lou Dobbs Tonight July 30 2019 by Patrice Lee Onwuka
Food Stamps Cut Because Booming Economy Means Less People Need Them • Fox & Friends First July 24 2019 by Patrice Lee Onwuka
The Squad Tries Pushing the Democrats Further Left Over Israel • Evening Edit July 24 2019 by Patrice Lee Onwuka
$15 Minimum Wage Robs Women of Jobs, Opportunity, Economic Mobility July 18 2019 by Patrice Lee Onwuka
"Squad" Pushes Democrat Party Closer to Socialism • Coast to Coast July 17 2019 by Patrice Lee Onwuka
"Woke Activism" is No Way to Get Things Done in Congress • Fox & Friends First July 15 2019 by Patrice Lee Onwuka
Cory Gardner, the women’s vote and religion: Western Conservative Summit takeaways July 14 2019 by Patrice Lee Onwuka
Democrats Have Placed All Their Eggs in the Identity Politics Basket • Evening Edit July 11 2019 by Patrice Lee Onwuka
AOC Needs to Tread Lightly Instead of Pointing Fingers at House Leadership • Your World July 11 2019 by Patrice Lee Onwuka
Why Restaurant Workers are Rising Up to Save Tipped Wages July 9 2019 by Patrice Lee Onwuka
Women's World Cup Champions Demand Equal Pay, Do the Numbers Add Up? • After The Bell July 8 2019 by Patrice Lee Onwuka
The Folly of Demanding Amazon’s Tax Returns • Liberty Watch Radio July 7 2019 by Patrice Lee Onwuka
Democrats are Obsessed Over the Past as the Candidates Take Aim at Each Other • Making Money July 5 2019 by Patrice Lee Onwuka
Supreme Court Reaches Verdict on 2020 Census Question • Your World with Neil Cavuto June 27 2019 by Patrice Lee Onwuka
Democrats Ignore Booming Economy and Foreshadow Recession • Evening Edit June 25 2019 by Patrice Lee Onwuka
Economists Determine the Value of "Free" Social Media Apps • Making Money June 24 2019 by Patrice Lee Onwuka
Race is a Central Issue for 2020, Biden is Learning the Hard Way • Coast to Coast June 20 2019 by Patrice Lee Onwuka
Hearing on Reparations Shows Just How Complicated This Issue Is • Trish Regan Primetime June 19 2019 by Patrice Lee Onwuka
President Trump Prioritizes Legal Immigrants During Border Crisis • Lou Dobbs Tonight June 18 2019 by Patrice Lee Onwuka
Lets Take an Objective Look at the Russian Interference Allegations • PoliticsNation June 15 2019 by Patrice Lee Onwuka
Liberals Distract Voters From Booming Economy with Social Issues • Lou Dobbs Tonight June 14 2019 by Patrice Lee Onwuka
Why Kamala Harris’ ‘Equal Pay’ Proposal Will Hurt, Not Help Women June 13 2019 by Patrice Lee Onwuka
Republicans and Democrats at odds on overtime pay June 13 2019 by Patrice Lee Onwuka
Deep Fake Videos Can Have Dangerous Repercussions • Evening Edit June 12 2019 by Patrice Lee Onwuka
Bernie Sanders Bashes Walmart Execs Claiming Minimum Wage Isn't High Enough • Coast to Coast June 5 2019 by Patrice Lee Onwuka
Mandated Paid Time Off Is Not Only Bad for Most Businesses, It's Bad for Many Women June 5 2019 by Patrice Lee Onwuka
Democrats Throw Money at Homelessness But the Situation Still Gets Worse, Why? • Lou Dobbs Tonight June 5 2019 by Patrice Lee Onwuka
Stossel: The Paid Leave Fairy Tale • Reason TV June 4 2019 by Patrice Lee Onwuka
Crisis at the Border and Draining the Swamp, Trust Trump to Create Change • Making Money May 31 2019 by Patrice Lee Onwuka
Kamala Harris’ New Proposal to Punish Companies Renews Wage Gap Debate • Bold Politics May 24 2019 by Patrice Lee Onwuka
Conflict in D.C. Does Effect Markets, But Consumers Continue to Spend • Coast to Coast May 23 2019 by Patrice Lee Onwuka
The Gender Wage Gap and What You Can Do About It May 22 2019 by Patrice Lee Onwuka
Top Dems Blow Any Chance of Bipartisan Reform • Evening Edit May 22 2019 by Patrice Lee Onwuka
Women's Organization Announces The 2019 Empowered Woman of the Year May 21 2019 by Patrice Lee Onwuka
Kamala Harris Threatens to Fine Businesses that Contribute to the "Pay Gap" • Fox & Friends May 21 2019 by Patrice Lee Onwuka
Low Birth Rates Could Have Devastating Economic Impacts • Fox & Friends May 16 2019 by Patrice Lee Onwuka
Policy analyst on falling birth rates: Rhetoric from the left contributing to 'change in norms' May 16 2019 by Patrice Lee Onwuka
Sanctuary Cities Putting Illegal Immigrants Ahead of Citizens • Lou Dobbs Tonight May 8 2019 by Patrice Lee Onwuka
Trump Should Look to Private Sector for Federal Reserve Board Nominees • Coast to Coast May 2 2019 by Patrice Lee Onwuka
Every Aspect of the Economy is Thriving From Jobs, Wages, To Taxes• Fox & Friends First April 29 2019 by Patrice Lee Onwuka
Bernie Struggles to Win Over Black Women • Evening Edit April 25 2019 by Patrice Lee Onwuka
Patrice Onwuka on Plastic Bag Bans, Net Neutrality and Michelle Obama • Americhicks April 23 2019 by Patrice Lee Onwuka
Many Americans Don't Care About the Mueller Report • Cavuto Live April 20 2019 by Patrice Lee Onwuka
Obama Playbook Will Not Be Enough to Get Joe Biden in the White House • Fox & Friends April 20 2019 by Patrice Lee Onwuka
Mueller Report Finally Available: What did it say and what is next? • WAMU April 18 2019 by Patrice Lee Onwuka
Opportunity Zones Create Economic Prosperity • Making Money with Charles Payne April 17 2019 by Patrice Lee Onwuka
Left Tries Desperately To Keep Collusion Narrative Alive • Coast to Coast April 15 2019 by Patrice Lee Onwuka
As support for reparations grow, so does pushback from some black Americans April 12 2019 by Patrice Lee Onwuka
Democrats Are Selective When Deciding Who is Innocent or Guilty • Fox & Friends Saturday April 6 2019 by Patrice Lee Onwuka
Being Fiscally Conservative Includes Being Smart on All Aspects of the Economy • Coast to Coast April 3 2019 by Patrice Lee Onwuka
Don't Fall for the Equal Pay Day Myth • Larry O'Connor Show April 2 2019 by Patrice Lee Onwuka
Presidential Hopefuls Playing Politics with Joe Biden's Victims • Evening Edit April 1 2019 by Patrice Lee Onwuka
Joe Biden's 2020 Doom • Cheddar Politics April 1 2019 by Patrice Lee Onwuka
Marco Rubio's New Family Leave Bill is a Budget Neutral Conservative Plan • Coast to Coast March 27 2019 by Patrice Lee Onwuka
The gender pay gap still exists - but it's shrinking, according to a new study March 27 2019 by Patrice Lee Onwuka
Millions of American off food stamps under President Trump • OANN March 23 2019 by Patrice Lee Onwuka
The Electoral College Matters, and Here's Why • The Evening Edit March 20 2019 by Patrice Lee Onwuka
Threats to Drag Out Investigation Despite No Evidence Of Collusion • The Evening Edit March 13 2019 by Patrice Lee Onwuka
A Legislative Unicorn: Paid Family Leave Without New Taxes or Entitlements March 12 2019 by Patrice Lee Onwuka
Congress considers parental leave programs March 12 2019 by Patrice Lee Onwuka
The Ivanka Trump effect: Why Republicans are now championing paid family leave, and what their new proposal looks like March 12 2019 by Patrice Lee Onwuka
Joni Ernst, Mike Lee roll out conservative paid parental leave idea March 12 2019 by Patrice Lee Onwuka
Raising the Topic of Paid Parental Leave March 12 2019 by Patrice Lee Onwuka
Republicans Propose Plan to Let Parents Use Social Security for Paid Family Leave After Having a Child March 12 2019 by Patrice Lee Onwuka
GOP senators unveil paid parental leave proposal March 12 2019 by Patrice Lee Onwuka
Support Choices That Women Make When Looking at Gender Pay Gap • Making Money with Charles Payne March 8 2019 by Patrice Lee Onwuka
Trump Previews 2020 in CPAC Speech • Fox and Friends First March 4 2019 by Patrice Lee Onwuka
Consumer Confidence Bouncing Back as Trump Looks Ahead to 2020 • Coast to Coast March 4 2019 by Patrice Lee Onwuka
Pelosi Should Second Guess New Member's Calls for Trump Impeachment • The Evening Edit February 27 2019 by Patrice Lee Onwuka
AOC Lives in Luxury Housing in D.C. Despite Her Views on Affordable Housing • Fox and Friends First February 21 2019 by Patrice Lee Onwuka
Bernie Attacks Someone Who Achieved the American Dream • Making Money with Charles Payne February 20 2019 by Patrice Lee Onwuka
Bernie Sanders Continues to Misrepresent the Reality of Socialism • The Evening Edit February 19 2019 by Patrice Lee Onwuka
Meet the Women Who Protested the Women’s March January 21 2019 by Patrice Lee Onwuka
Trump Putting Border Security on the Table with DACA Extension • America's News Headquarters January 19 2019 by Patrice Lee Onwuka
Women's March is Not Inclusive of All Ideas • Fox & Friends January 19 2019 by Patrice Lee Onwuka
USPS Relies on Amazon: What this means for consumers • Your World with Neil Cavuto December 5 2018 by Patrice Lee Onwuka
How Will Markets React to a Potential Trade Deal with China? • Coast to Coast November 29 2018 by Patrice Lee Onwuka
Streisand accuses Trump of misogyny while liberals turn on their own November 28 2018 by Patrice Lee Onwuka
What Pete Davidson’s SNL Apology Could Teach Us About Civility • Bold Politics November 16 2018 by Patrice Lee Onwuka
Is Amazon Guilty of Taking Part In Corporate Welfare? • The Evening Edit November 14 2018 by Patrice Lee Onwuka
'Economic damage' predicted after city levies big tax on hi-tech firms November 13 2018 by Patrice Lee Onwuka
Markets React to Midterm Election Results • Coast to Coast November 12 2018 by Patrice Lee Onwuka
Volatile Markets Will Only Marginally Influence Midterms • The Evening Edit October 26 2018 by Patrice Lee Onwuka
PETA Claims Milk is Racist • Trish Regan Primetime October 23 2018 by Patrice Lee Onwuka
How Will Booming Economy Be Affected by The Fed? • Coast to Coast October 17 2018 by Patrice Lee Onwuka
Kanye Brings Attention to Real Economic Issues • Coast to Coast October 11 2018 by Patrice Lee Onwuka
Will Kavanaugh Confirmation Drive Women Away from the GOP? Not Likely October 8 2018 by Patrice Lee Onwuka
Anti-Kavanaugh Harassment Tactics Overlooked by the Left • Coast to Coast October 4 2018 by Patrice Lee Onwuka
Statement on #CancelKavanaugh Protest: Activists Use Dr. Ford to Exploit Emotion Over a Deeply Personal Issue October 4 2018 by Patrice Lee Onwuka
Republican Women Explain Why They Stand By Brett Kavanaugh More Than Ever October 3 2018 by Patrice Lee Onwuka
Women Want Kavanaugh Confirmed if FBI Finds No Corroborating Evidence • FBN am October 3 2018 by Patrice Lee Onwuka
A Tale of Two Cities: A Snapshot of Washington D.C. On the Historic Kavanaugh-Ford Hearing Day September 27 2018 by Patrice Lee Onwuka
FBI Investigation Was an Ongoing Distraction During Hearings • After the Bell September 27 2018 by Patrice Lee Onwuka
'There's No Presumption of Innocence': Women Rally Both for and Against Kavanaugh September 27 2018 by Patrice Lee Onwuka
Dems Would Love for Trump to Fire Rosenstein • Fox & Friends First September 25 2018 by Patrice Lee Onwuka
Republicans Have Gone Out of Their Way to Try to Hear Blasey • Coast to Coast September 21 2018 by Patrice Lee Onwuka
Jacques: Sexism is a losing strategy September 14 2018 by Patrice Lee Onwuka
Good Trade Relations with China is Good for the Economy • Coast to Coast September 12 2018 by Patrice Lee Onwuka
Will Reforming SNAP Benefit Americans? • Bold Politics September 7 2018 by Patrice Lee Onwuka
Motivations Behind Trying to Flip a Russian Oligarch • Fox & Friends First September 3 2018 by Patrice Lee Onwuka
More Than Ever, Millennials Are Taking Care of Their Aging Family Members • Bold Life August 24 2018 by Patrice Lee Onwuka
Trump's Commitment to Diversity in the White House Continues After Omarosa • Andrew Wilkow Show August 22 2018 by Patrice Lee Onwuka
Statement: IWF Applauds Roll Back of Clean Power Plan August 22 2018 by Patrice Lee Onwuka
Omarosa’s Antics Won't Undermine Trump’s Progress for Black Americans • Afternoons with Cliff Kelley August 21 2018 by Patrice Lee Onwuka
NYT Publishes Pure Speculation on Mueller Investigation • Fox & Friends First August 20 2018 by Patrice Lee Onwuka
America IS Great: a lesson from real Immigrants • Fox & Friends August 18 2018 by Patrice Lee Onwuka
Harley-Davidson Staying in U.S. is Huge Victory • Coast to Coast August 17 2018 by Patrice Lee Onwuka
Is there a racial gender pay gap? • Bold Politics August 10 2018 by Patrice Lee Onwuka
Ocasio-Cortez Forgets Socialism Didn't Work in South America • Your World with Neil Cavuto August 9 2018 by Patrice Lee Onwuka
Rubio-Wagner family leave bill would draw from Social Security August 7 2018 by Patrice Lee Onwuka
Explaining the Economic Security for New Parents Act • KDKA August 3 2018 by Patrice Lee Onwuka
Rubio's New Paid Leave Bill is Great for Women • Fox & Friends First August 2 2018 by Patrice Lee Onwuka
Bernie Sanders "Medicare for All" plan would be a disaster • Your World with Neil Cavuto July 31 2018 by Patrice Lee Onwuka
How will new GDP numbers influence the midterm elections • Coast to Coast July 30 2018 by Patrice Lee Onwuka
New Bill Aims to Extend Trump Tax Cuts Beyond 2025 • Fox & Friends First July 25 2018 by Patrice Lee Onwuka
Sessions prepares students for diverse opinions at college • Making Money with Charles Payne July 24 2018 by Patrice Lee Onwuka
Student loan debt saddling non-saving Millennials July 24 2018 by Patrice Lee Onwuka
Only 4.9 Percent of People Have Two Jobs • Fox & Friends First July 19 2018 by Patrice Lee Onwuka
Companies thinking about intellectual theft when dealing with China • Coast to Coast July 18 2018 by Patrice Lee Onwuka
Cyber Security Needs to be Taken Seriously During Trump-Putin Summit • FBN am July 16 2018 by Patrice Lee Onwuka
What Do You Think Of Seattle's Plastic Straw Ban? • Bold Life July 6 2018 by Patrice Lee Onwuka
Hopeful About North Korean Cooperation • FBN am July 6 2018 by Patrice Lee Onwuka
#133 Reforms needed for children's television July 2 2018 by Patrice Lee Onwuka
How will Supreme Court nominations effect the primaries? • Coast to Coast June 29 2018 by Patrice Lee Onwuka
Trump is no excuse for intimidation of women June 28 2018 by Patrice Lee Onwuka
Protesters Want Media Attention, Not Policy Change • Your World with Neil Cavuto June 22 2018 by Patrice Lee Onwuka
Immigration bills will be hard to pass, but we can't ignore this issue • FBN AM June 20 2018 by Patrice Lee Onwuka
We should be concerned that foreign agents had access to Hillary's emails • Fox & Friends First June 15 2018 by Patrice Lee Onwuka
Free Trade Without Free Riders • Coast to Coast June 7 2018 by Patrice Lee Onwuka
Democrats Playing Politics in Primaries • Making Money with Charles Payne June 4 2018 by Patrice Lee Onwuka
IWF Statement on New Steel and Aluminum Tariffs May 31 2018 by Patrice Lee Onwuka
Trump had good reason to pull out of meeting with North Korea • Making Money with Charles Payne May 24 2018 by Patrice Lee Onwuka
Should Medical Marijuana Be Allowed in Classrooms? • Fox & Friends First May 21 2018 by Patrice Lee Onwuka
Media Bias After They Refuse to Accept Trump's Corrected Statement • Your World with Neil Cavuto May 17 2018 by Patrice Lee Onwuka
Lower Birth Rates: Student Debt, Societal Change, Technological Advances • The Intelligence Report May 17 2018 by Patrice Lee Onwuka
China's Relationship with North Korea Could Make All The Difference • FBN am May 16 2018 by Patrice Lee Onwuka
#127 Questioning the Status Quo: Black voters don't owe their vote to either party May 14 2018 by Patrice Lee Onwuka
Were there problems with Cohen's payments? • Coast to Coast May 10 2018 by Patrice Lee Onwuka
Removing "In God We Trust" to be Politically Correct • Fox & Friends First May 7 2018 by Patrice Lee Onwuka
Proof Mueller is Fishing for Evidence • FBN am May 7 2018 by Patrice Lee Onwuka
We Want to Ensure a Legitimate and Lawful Immigration Process • FBN am April 26 2018 by Patrice Lee Onwuka
Nancy Pelosi Chokes on "Crumbs" Comment Because It Just Isn't True • Coast to Coast April 25 2018 by Patrice Lee Onwuka
#123 Education Savings Accounts for Military Families Can Make All the Difference April 23 2018 by Patrice Lee Onwuka
Why are so many young adults choosing to stay at home? • BoldTV April 20 2018 by Patrice Lee Onwuka
Gov. Brown is Choosing Sanctuary over Safety • Risk & Reward April 19 2018 by Patrice Lee Onwuka
Comey has made enemies on both sides of the aisle • Risk & Reward April 19 2018 by Patrice Lee Onwuka
Bias training won't do much at Starbucks • Intelligence Report with Trish Reagan April 19 2018 by Patrice Lee Onwuka
Tax Cuts Will Play Major Role in Midterms • Coast to Coast April 5 2018 by Patrice Lee Onwuka
New Survey: What would Americans do for a 10% raise? • Fox & Friends First April 5 2018 by Patrice Lee Onwuka
Trump to rescind spending with a maneuver Clinton used nearly 20 years ago • FBN:am April 5 2018 by Patrice Lee Onwuka
Citizenship Question MUST be Answered Truthfully • Cavuto Live April 2 2018 by Patrice Lee Onwuka
#118 New Amendment Provides Protection Against the Discrimination of Pregnant Women April 2 2018 by Patrice Lee Onwuka
On the New Spending Bill: Entitlements Drive the National Debt • Risk & Reward March 23 2018 by Patrice Lee Onwuka
Regulations will Hinder Innovation on Social Media • Risk & Reward March 23 2018 by Patrice Lee Onwuka
White House Millennials Conference to Address Economy, Free Speech, and Opioids March 18 2018 by Patrice Lee Onwuka
In the #MeToo era, young conservative women look for their spot March 16 2018 by Patrice Lee Onwuka
Shake Ups in White House Happening for a Reason • FBN AM March 15 2018 by Patrice Lee Onwuka
Dems Will Not Continue to Embrace Middle America • Coast to Coast March 14 2018 by Patrice Lee Onwuka
We Don't Want to Abandon Free Trade • Cavuto Live March 10 2018 by Patrice Lee Onwuka
GOP takes on paid family leave March 10 2018 by Patrice Lee Onwuka
Issues in California are a Classic Case of Federalism • Risk & Reward March 9 2018 by Patrice Lee Onwuka
A Trade War is Going to Undermine Current Economic Progress • Coast to Coast March 5 2018 by Patrice Lee Onwuka
#113 What You Don't Know About Immigrants: A real immigrant's story March 2 2018 by Patrice Lee Onwuka
A conservative solution to paid leave • The National Discourse Podcast February 27 2018 by Patrice Lee Onwuka
CNN Pushes Agenda at Townhall • Risk & Reward February 23 2018 by Patrice Lee Onwuka
Americans Recognize the 2nd Amendment is Important to Protect • Coast to Coast February 20 2018 by Patrice Lee Onwuka
Republicans Produced Plan, Waiting for Action Across the Aisle • FBN AM February 13 2018 by Patrice Lee Onwuka
#MeToo and Working Women • PBS To The Contrary February 10 2018 by Patrice Lee Onwuka
Fundamentals of Our Economy Are Strong • Coast to Coast February 8 2018 by Patrice Lee Onwuka
Republicans Tired of Partisan Bickering • Coast to Coast January 31 2018 by Patrice Lee Onwuka
Unions Losing Battle Against Inevitable Future • The Intelligence Report January 25 2018 by Patrice Lee Onwuka
Did Schumer Cave on Gov Shut Down? • FBN am January 23 2018 by Patrice Lee Onwuka
Dems ‘Big Risk’ Not Worth It • Your World January 22 2018 by Patrice Lee Onwuka
Media Attacks Trump's Doctor • Risk & Reward January 19 2018 by Patrice Lee Onwuka
The Left Criticizing Tax Plan and Immigration • Risk & Reward January 12 2018 by Patrice Lee Onwuka
Concerns on Trade with China • Coast to Coast January 10 2018 by Patrice Lee Onwuka
Weighing in on Trump vs. Bannon • FBN AM January 5 2018 by Patrice Lee Onwuka
U.N. Funding Cut Good for Women • Forbes on Fox December 29 2017 by Patrice Lee Onwuka
Next Moves for the GOP • Coast to Coast December 26 2017 by Patrice Lee Onwuka
Saving Money After the Holidays • Fox & Friends First December 26 2017 by Patrice Lee Onwuka
Senate Passes Tax Bill • FBN AM December 20 2017 by Patrice Lee Onwuka
Are Black Women Leaving The Democratic Party to Become Independents? December 19 2017 by Patrice Lee Onwuka
Final GOP Tax Bill • Risk & Reward December 15 2017 by Patrice Lee Onwuka
Statement: Unnecessary internet regulation no more, FCC right to overturn net neutrality rules December 14 2017 by Patrice Lee Onwuka
Calls for Conyers to Resign • Risk & Reward Pt. 2 December 1 2017 by Patrice Lee Onwuka
Steinle's Killer Acquitted • Risk & Reward Pt. 1 December 1 2017 by Patrice Lee Onwuka
FCC Net Neutrality Vote Looms: How could things change? • The Big Picture December 1 2017 by Patrice Lee Onwuka
Time for Transparency: Taxpayer dollars used to protect Congressional misbehavior • Coast to Coast November 30 2017 by Patrice Lee Onwuka
More Bang for Your Buck • Fox & Friends First November 30 2017 by Patrice Lee Onwuka
Are some Dems willing to sacrifice protections for women to hold onto power? • Intelligence Report November 28 2017 by Patrice Lee Onwuka
Federal Judge blocks Trump's EO on Sanctuary Cities: Is Trump at a disadvantage? • Bulls & Bears November 25 2017 by Patrice Lee Onwuka
Has NFL commissioner lost control of the hemorrhaging league? • Bulls & Bears November 25 2017 by Patrice Lee Onwuka
Black Friday protests dwindle exposing this uncomfortable truth • Bulls & Bears November 25 2017 by Patrice Lee Onwuka
Sexual harassment is wrong no matter when it occurred and by whom • Varney & Co. November 24 2017 by Patrice Lee Onwuka
Bernie Sanders Blatantly Gives Bill Clinton, Al Franken a Pass on Sexual Harassment November 20 2017 by Patrice Lee Onwuka
There's Nothing Glamorous about “Auntie" Maxine Waters & Her “Impeach Him!” Chant November 17 2017 by Patrice Lee Onwuka
Twitter cracking down on Verified accounts • Fox & Friends First November 17 2017 by Patrice Lee Onwuka
'Saturday Night Live' says DNC is old and out of touch • Risk & Reward November 13 2017 by Patrice Lee Onwuka
Tax reform push: Will there be compromise? • FBN:AM November 13 2017 by Patrice Lee Onwuka
Are tech companies truly neutral platforms or do they reflect bias? • Fox & Friends First November 3 2017 by Patrice Lee Onwuka
Statement: GOP Tax Bill is a Win for Women November 2 2017 by Patrice Lee Onwuka
CNBC Slams DNC Chair Tom Perez, 'Get Off The Talking Points' On GOP Tax Plan November 2 2017 by Patrice Lee Onwuka
We cannot choose our history but we can choose not to repeat it • Risk & Reward October 31 2017 by Patrice Lee Onwuka
We're seeing the waning days of the NFL protests • Risk & Reward October 31 2017 by Patrice Lee Onwuka
This tax reform plan will help all workers • FBN:AM October 30 2017 by Patrice Lee Onwuka
West Wing Reads for 10/30/17 October 30 2017 by Patrice Lee Onwuka
Will any democrats get on board with tax reform? • FBN AM October 26 2017 by Patrice Lee Onwuka
What role is Bannon playing outside of the White House? • MSNBC Live October 23 2017 by Patrice Lee Onwuka
Podcast #98 Why sexual assault statistics on college campuses are misleading October 19 2017 by Patrice Lee Onwuka
Will new Trump/McConnell bromance last to get agenda through? • FBN AM October 17 2017 by Patrice Lee Onwuka
Hillary caring about "women's issues" a sham? • The Intelligence Report October 16 2017 by Patrice Lee Onwuka
More sexual harrassment allegations come out in Hollywood • Risk & Reward October 13 2017 by Patrice Lee Onwuka
Wait–Are Black Women Leaving The Democratic Party? October 11 2017 by Patrice Lee Onwuka
Eminem bashes Trump in new music video, but does it matter? • Coast To Coast October 11 2017 by Patrice Lee Onwuka
Statement: Abandoning The Clean Power Plan: A Destructive Regulatory Package October 10 2017 by Patrice Lee Onwuka
These four GOP Senators won't vote for Graham-Cassidy • FBN AM September 26 2017 by Patrice Lee Onwuka
These celebrities are joining in on the NFL anthem protests... • Risk & Reward September 26 2017 by Patrice Lee Onwuka
This sport is standing up for the National Anthem... • Risk & Reward September 25 2017 by Patrice Lee Onwuka
Does Graham-Cassidy healthcare bill have a chance? • FBN AM September 21 2017 by Patrice Lee Onwuka
Emmy's and NFL in ratings slide due to politics • Risk & Reward September 19 2017 by Patrice Lee Onwuka
A new left-wing strategy against Trump September 18 2017 by Patrice Lee Onwuka
Can Trump pull bi-partisan support for tax reform? • FBN AM September 13 2017 by Patrice Lee Onwuka
Is there an opportunity for bi-partisanship with recent devastations? • Coast To Coast September 11 2017 by Patrice Lee Onwuka
White House shake up doesn't mean the agenda stops • Risk & Reward August 18 2017 by Patrice Lee Onwuka
Let's consider moving Confederate monuments to museums • FBN AM August 17 2017 by Patrice Lee Onwuka
Trump holds Congress' feet to the fire on health care • Coast To Coast August 11 2017 by Patrice Lee Onwuka
Why diversity quotas may not be a good thing for companies • Intelligence Report August 7 2017 by Patrice Lee Onwuka
Left trying to label 'Death Wish' alt-right • Risk & Reward August 7 2017 by Patrice Lee Onwuka
Podcast #90: How the Internet is Giving Women Back Their Time August 2 2017 by Patrice Lee Onwuka
Will those who voted against repeal face tough constituent questions? • FBN AM July 28 2017 by Patrice Lee Onwuka
Brave move by John McCain with healthcare vote? • FBN AM July 28 2017 by Patrice Lee Onwuka
Jeff Sessions is yet another distraction from Trump agenda • Your World July 27 2017 by Patrice Lee Onwuka
Is getting a better education for your children racist? • Risk & Reward July 24 2017 by Patrice Lee Onwuka
Why democrats have failed to come up with plan to make Obamacare better • FBN AM July 20 2017 by Patrice Lee Onwuka
Should Congress forget healthcare repeal and move onto tax reform? • The Intelligence Report July 18 2017 by Patrice Lee Onwuka
Will Congress work through August recess? • Coast To Coast July 11 2017 by Patrice Lee Onwuka
Was it wrong for Ivanka to sit in at the G20? • Your World July 10 2017 by Patrice Lee Onwuka
Would media act differently if it was Chelsea Clinton at the G20? • Risk & Reward July 10 2017 by Patrice Lee Onwuka
Is the Trump administration good for the economy? • Fox 5 DC July 7 2017 by Patrice Lee Onwuka
Is Trump's agenda back on track? • FBN AM June 29 2017 by Patrice Lee Onwuka
Will the healthcare bill pass before July 4 recess? • FBN AM June 29 2017 by Patrice Lee Onwuka
People would be better served if we had a real healthcare market place • Risk & Reward June 27 2017 by Patrice Lee Onwuka
Black women work hard but can’t get ahead. This expert says conservatives have the solution. June 19 2017 by Patrice Lee Onwuka
Is Trump hurting himself when he tweets? • Coast To Coast June 7 2017 by Patrice Lee Onwuka
This is why you shouldn't jump on Larry Hogan for vetoing paid sick leave bill • Larry O'Connor Show May 26 2017 by Patrice Lee Onwuka
How much damage has been done to the Trump administration by the media? • FBN AM May 24 2017 by Patrice Lee Onwuka
Miss USA Slammed For Saying Healthcare Is A Privilege Rather Than A Right • Marc Cox May 16 2017 by Patrice Lee Onwuka
One Black Conservative Made It On Liberal List Of Beautiful Black Women April 25 2017 by Patrice Lee Onwuka
Essence’s “100 Woke Women” List: Where Are All The Conservatives? April 20 2017 by Patrice Lee Onwuka
Do Voters Actually Care About Trump's Tax Returns? • Coast To Coast April 17 2017 by Patrice Lee Onwuka
PBS teaching ISIS sympathy • Risk & Reward April 14 2017 by Patrice Lee Onwuka
Ivanka Trump Accepts Role as White House Advisor • Coast to Coast March 30 2017 by Patrice Lee Onwuka
Ryan Pulls Healthcare Bill Before Vote • MSNBC Live March 28 2017 by Patrice Lee Onwuka
Debate over Cost of Healthcare Overhaul ahead of CBO Score • Coast to Coast March 14 2017 by Patrice Lee Onwuka
A Day without a Woman • Making Money March 9 2017 by Patrice Lee Onwuka
Any Momentum Left from President Trump's Address? • MSNBC Live March 5 2017 by Patrice Lee Onwuka
Political double-speak: Who's line is it? • Risk & Reward February 23 2017 by Patrice Lee Onwuka
CNN may suffer from ‘PESD’ post-election stress disorder • Risk & Reward February 23 2017 by Patrice Lee Onwuka
WWE's Linda McMahon Confirmed To Head The Small Business Administration • Steve Gruber February 17 2017 by Patrice Lee Onwuka
Vice President Pence addressing right-to-life marchers in D.C. • Coast to Coast January 27 2017 by Patrice Lee Onwuka
Raising Minimum Wage 'Not Worth It' January 23 2017 by Patrice Lee Onwuka
Have Race Relations Improved Under Obama Presidency? • Tipping Point January 14 2017 by Patrice Lee Onwuka
If Republicans rush to repeal ObamaCare without a strategy to provide immediate relief to its victims, the ongoing collapse of insurance markets will continue • Coast To Coast January 9 2017 by Patrice Lee Onwuka
Sanctions A Political Move By Obama? • Risk & Reward December 30 2016 by Patrice Lee Onwuka
Be Careful Jumping On Consensus Bandwagon • Coast To Coast December 23 2016 by Patrice Lee Onwuka
Irony: Conway Facing Work-Life-Balance Criticism From Left After Accepting Position • Your World December 22 2016 by Patrice Lee Onwuka
Are Election Results Everyone's Fault But Democrats? • Coast To Coast December 9 2016 by Patrice Lee Onwuka
Controversy Over Trump's Stocks-But Do Americans Care? • Your World December 7 2016 by Patrice Lee Onwuka
Oprah's Message Of Hope Triggers The Left • Garrison November 17 2016 by Patrice Lee Onwuka
Is There A Double Standard With Protests Around Country? • Coast To Coast November 14 2016 by Patrice Lee Onwuka
AirBnB's Growing List Of Enemies + Halloween's Cultural Appropriation Police • Garrison October 20 2016 by Patrice Lee Onwuka
Forging a Generation of Opportunity October 20 2016 by Patrice Lee Onwuka
Political Correctness Plagues Halloween • Tipping Point October 18 2016 by Patrice Lee Onwuka
Democrats Relationship With Media In Question After Wikileaks Dump • Coast To Coast October 14 2016 by Patrice Lee Onwuka
Is IQ or EQ More Important In The Presidential Debates? • Your World September 20 2016 by Patrice Lee Onwuka
Are Self-Driving Cars A Good Idea + AirBnB Doesn't Drive Rent Higher • Garrison September 15 2016 by Patrice Lee Onwuka
Podcast #51 College Students: Don't Major In Debt! September 15 2016 by Patrice Lee Onwuka
Mylan's EpiPen Monopoly Created By Big Government • Tipping Point September 13 2016 by Patrice Lee Onwuka
Will Hillary Send More Troops Back Into Middle East? • Risk & Reward September 9 2016 by Patrice Lee Onwuka
Ad Spoofs 9/11 Attack • Risk & Reward September 9 2016 by Patrice Lee Onwuka
Mylan & Big Government On Hook For Rising EpiPen Costs • Your World September 2 2016 by Patrice Lee Onwuka
Did Kaepernick Right His Protest By Kneeling During Anthem? • Risk & Reward September 2 2016 by Patrice Lee Onwuka
Georgetown Offers Preferential Admission Status To Descendants Of Slaves • Risk & Reward September 1 2016 by Patrice Lee Onwuka
Labor Force Participation Rate Reaches 38 Year Low • Tipping Point August 5 2016 by Patrice Lee Onwuka
Can Trump Recover From His Comments About Slain Soldier's Parents? • Risk & Reward August 1 2016 by Patrice Lee Onwuka
Can Trump Close The Gap With Minorities? • Tipping Point June 10 2016 by Patrice Lee Onwuka
Should Salaries Be Transparent? • PBS Point Taken May 3 2016 by Patrice Lee Onwuka
Staying Too Long? Life Expectancy; Girls & Sex • To The Contrary April 23 2016 by Patrice Lee Onwuka
Equal Pay Day & Women in the Workplace • PBS To The Contrary April 16 2016 by Patrice Lee Onwuka
The Liberty Vote & How Government Hurts Opportunity • Stossel March 12 2016 by Patrice Lee Onwuka
Goods Marketed To Women Cost More Than Identical Items For Men • After The Bell December 23 2015 by Patrice Lee Onwuka
Feds know best ... even with cosmetics December 4 2015 by Patrice Lee Onwuka
Social Security disability fund gets dealt another blow November 17 2015 by Patrice Lee Onwuka
Gravity CEO Defends $70,000 Minimum Salary, Says it was the Right Decision August 11 2015 by Patrice Lee Onwuka
Baltimore Mom Toya Graham, Carly Fiorina, Salma Hayek • To The Contrary May 2 2015 by Patrice Lee Onwuka
When did a 'blue-collar' job become a bad thing? May 1 2015 by Patrice Lee Onwuka
End of women's colleges?/Women's Mosque of America • To the Contrary March 28 2015 by Patrice Lee Onwuka
The [Un]Affordable Care Act/TurboTax data breach • WIBC Garrison February 19 2015 by Patrice Lee Onwuka
Women in STEM, Women CEOS, Hate Crimes on Rise? • To The Contrary February 14 2015 by Patrice Lee Onwuka
Generation Left Behind: Millennial's pummeling financial situation• WIBC Garrison December 18 2014 by Patrice Lee Onwuka
Women & Midterm Elections; Female Marines; Lean Together • PBS To The Contrary October 31 2014 by Patrice Lee Onwuka
Women CEOs; Egg Freezing; Male Survivors of Sexual Assault • PBS To The Contrary October 18 2014 by Patrice Lee Onwuka
Patronizing? WH uses Emojis to make its economic case to Gen Y • The Rick Amato Show October 13 2014 by Patrice Lee Onwuka
Zero Common Sense: America's feverish culture of alarmism • Stossel October 2 2014 by Patrice Lee Onwuka
NFL Abuse Scandals; Hillary Clinton & Economy • PBS To The Contrary September 19 2014 by Patrice Lee Onwuka
Border Crisis: Cleaning up unintended consequences from bad policy • PBS To The Contrary July 13 2014 by Patrice Lee Onwuka
Should there be achievement benchmarks before teachers get tenure? • The Rick Amato Show June 16 2014 by Patrice Lee Onwuka
For ObamaCare to be fiscally solvent 40% of enrollees must be under 35 • Rick Amato Show April 22 2014 by Patrice Lee Onwuka
Tax Freedom Day: Stop working for Uncle Sam and start working for ourselves • 1310 KFKA AM Colorado April 21 2014 by Patrice Lee Onwuka
How are young Americans reacting to ObamaCare? • CBN Newswatch March 27 2014 by Patrice Lee Onwuka
March Madness: A desperate and expensive attempt to sell ObamaCare • The Rick Amato Show March 18 2014 by Patrice Lee Onwuka
Reports show ObamaCare tax on medical devices resulting in the loss of about thousands of jobs • AM Colorado February 24 2014 by Patrice Lee Onwuka
Lax hiring practices of ObamaCare navigators • Conservative Commandos Radio Show February 13 2014 by Patrice Lee Onwuka
Lee • Convicted Felons Hired to Administer ObamaCare & Personal Info • Rick Amato Show (02.04.14) February 4 2014 by Patrice Lee Onwuka
Lee • What to expect from Obama's 5th State of the Union • Arise Xchange (01.28.14) January 28 2014 by Patrice Lee Onwuka
Lee • Who are the ObamaCare Orphans? ACA Olympics ad blitz costs what? • AM Colorado (01.13.14) January 13 2014 by Patrice Lee Onwuka
Debra Messing, leave black Trump supporters alone September 12 2019 by Patrice Lee Onwuka
Kamala Harris Misleads Black Women on Faux Equal Pay Holiday August 26 2019 by Patrice Lee Onwuka
On Black Women’s Equal Pay Day, we don’t have to be victims August 22 2019 by Patrice Lee Onwuka
Why didn't any Democratic candidates tell the truth about the gender pay gap? August 5 2019 by Patrice Lee Onwuka
A $15 Minimum Wage Would Put More Than A Million Out Of Work — And Tlaib Wants To Hit Even More July 24 2019 by Patrice Lee Onwuka
Let Women Entrepreneurs Be Their Own Bosses July 15 2019 by Patrice Lee Onwuka
Polling Shows Fewer People Are Proud to Be American, but We All Should Be July 4 2019 by Patrice Lee Onwuka
Forget Free College, Let’s Talk About Apprenticeships June 26 2019 by Patrice Lee Onwuka
Trump Delivers Second Chances for Black Inmates Re-entering Society June 14 2019 by Patrice Lee Onwuka
Kamala Harris Plan to 'Fix' the Wage Gap is Sure to Undermine Working Women May 28 2019 by Patrice Lee Onwuka
Millennials like me waited to start families. Paid leave will let me spend time with them. May 26 2019 by Patrice Lee Onwuka
This is a great time to be a working mother May 12 2019 by Patrice Lee Onwuka
Black Americans don't need reparations, we need jobs April 10 2019 by Patrice Lee Onwuka
New Parents Act an Innovative, Conservative Paid Parental Leave Plan March 29 2019 by Patrice Lee Onwuka
For Women's History Month, celebrate the conservative women that the media ignore March 26 2019 by Patrice Lee Onwuka
How parental leave aids families March 12 2019 by Patrice Lee Onwuka
Jussie Smollett Isn't Biggest Setback for Blacks, Ignoring Progress Is March 1 2019 by Patrice Lee Onwuka
The tax cuts didn't steal your tax refund February 28 2019 by Patrice Lee Onwuka
Women's March Has Inclusivity Problem and It's Not Just Anti-Semitism January 17 2019 by Patrice Lee Onwuka
Women need criminal justice reform November 26 2018 by Patrice Lee Onwuka
Post-Election Analysis: In Congress, It’s New Gridlock, Same Old Divisions November 13 2018 by Patrice Lee Onwuka
Blacks Reject Left's Regressive Agenda, Choose Trump's Confidence October 30 2018 by Patrice Lee Onwuka
Debt shouldn't hold back Stacey Abrams, but her victimhood mentality might October 29 2018 by Patrice Lee Onwuka
Elizabeth Warren is the problem with the diversity victimhood mentality October 17 2018 by Patrice Lee Onwuka
Don't underestimate Kanye (and Trump) – Rapper could successfully deliver for forgotten black communities October 11 2018 by Patrice Lee Onwuka
I Support Survivors and Stand With Kavanaugh October 5 2018 by Patrice Lee Onwuka
SNAP reforms in the farm bill can improve lives for Americans September 5 2018 by Patrice Lee Onwuka
Why Omarosa’s antics will fail to undermine Trump’s progress for black Americans August 20 2018 by Patrice Lee Onwuka
Playing Victim Card Won't Win at Empowering Black Women August 7 2018 by Patrice Lee Onwuka
Marco Rubio's paid leave plan would help black moms August 2 2018 by Patrice Lee Onwuka
Don't Match Maxine Waters' Incivility With Disrespect July 13 2018 by Patrice Lee Onwuka
Brett Kavanaugh's Supreme Court nomination offers a chance to fight sexism against all women July 12 2018 by Patrice Lee Onwuka
Why women on the Left are not marching for all separated kids July 3 2018 by Patrice Lee Onwuka
In the era of streaming shows, kids' TV regulations are stuck in the 1990s June 23 2018 by Patrice Lee Onwuka
Juneteenth Is Over but Progress for Blacks Must Grow June 21 2018 by Patrice Lee Onwuka
Starbucks' anti-bias training may serve up more harm than good June 2 2018 by Patrice Lee Onwuka
Anti-Bias Training Won't Help Starbucks May 29 2018 by Patrice Lee Onwuka
Michelle Obama's myopic view of women is what's wrong with feminism May 7 2018 by Patrice Lee Onwuka
Blacks Owe No Allegiance to the Left April 30 2018 by Patrice Lee Onwuka
Gender and race shouldn't define your politics April 30 2018 by Patrice Lee Onwuka
'Diamond & Silk' offer chance for bipartisan push back on social media censorship April 14 2018 by Patrice Lee Onwuka
A Real Free Market Might Save Cab Drivers From Financial Ruin April 4 2018 by Patrice Lee Onwuka
It's past time for the mainstream media to add opposing voices April 4 2018 by Patrice Lee Onwuka
Hillary Clinton’s sorry apology is why she’s no champion for women March 22 2018 by Patrice Lee Onwuka
Increased Competition Best Treatment For High Prescription Drugs Costs March 21 2018 by Patrice Lee Onwuka
‘Black Panther’ Exposes Immigrant Resentment in the Black Community March 15 2018 by Patrice Lee Onwuka
An immigrant's request: Keep these things in mind when debating immigration reform February 14 2018 by Patrice Lee Onwuka
When Did Joblessness Stop Mattering to Black Leaders? February 7 2018 by Patrice Lee Onwuka
The Grammys' #MeToo moment signals a dangerous direction for the movement January 30 2018 by Patrice Lee Onwuka
Black Americans' Record Employment, Tax Cuts and More January 9 2018 by Patrice Lee Onwuka
Hollywood's #TimesUp movement has been compromised by progressives January 9 2018 by Patrice Lee Onwuka
When States Hike the Minimum Wage, Women Lose Jobs December 22 2017 by Patrice Lee Onwuka
Women Can Get Excited About Tax Reform. Here’s Why! December 21 2017 by Patrice Lee Onwuka
Black Lives Matter Boycott Will Hurt Those It Claims to Help December 11 2017 by Patrice Lee Onwuka
Don't shed any tears for John Conyers December 5 2017 by Patrice Lee Onwuka
Richard Cordray's departure should end the campaign against payday loans November 20 2017 by Patrice Lee Onwuka
I Am Thankful for How Tax Reform Makes the American Dream Possible November 19 2017 by Patrice Lee Onwuka
Democratic women in the Senate were all for these tax reform principles until Trump proposed them October 30 2017 by Patrice Lee Onwuka
Trump Tax Cuts Will Help Black-Owned Businesses Thrive October 27 2017 by Patrice Lee Onwuka
Give Christopher Columbus a break October 9 2017 by Patrice Lee Onwuka
Black Women Leaving the Democratic Party, Cracking the Base September 27 2017 by Patrice Lee Onwuka
Betsy DeVos Stands for the Rights of Victims September 13 2017 by Patrice Lee Onwuka
NFL protests need to take a knee September 8 2017 by Patrice Lee Onwuka
Economic Agenda Will Do More for Black People Than Statue Removal August 28 2017 by Patrice Lee Onwuka
Government Can Hate A Name, But Still Must Respect It August 14 2017 by Patrice Lee Onwuka
The Google Diversity Memo Should Start the Conversation — Not End It August 8 2017 by Patrice Lee Onwuka
Entrepreneurship Is the Real Black Girl Magic August 7 2017 by Patrice Lee Onwuka
Serena Williams Swings But Misses With Black Women’s Equal Pay Day August 4 2017 by Patrice Lee Onwuka
New York's crackdown on dog-walking licenses is only hurting low-income workers July 21 2017 by Patrice Lee Onwuka
Business should back Larry Hogan's veto of paid sick leave July 18 2017 by Patrice Lee Onwuka
Dispelling the White House pay gap myth July 10 2017 by Patrice Lee Onwuka
Maybe it's time for the White House Office of Girls and Women to go July 4 2017 by Patrice Lee Onwuka
Why UK millennials voting for socialism could happen here, too June 27 2017 by Patrice Lee Onwuka
Dear Internet: Don’t Carry The ‘F**k You 2016’ Movement Into 2017 [VIDEO] December 31 2016 by Patrice Lee Onwuka
How To Win The 'War On Christmas' On Campus December 26 2016 by Patrice Lee Onwuka
The Scariest Part Of Halloween Is The Cultural Appropriation Police October 13 2016 by Patrice Lee Onwuka
Don't Major In DEBT September 12 2016 by Patrice Lee Onwuka
It's Time For Social Security Reform July 26 2016 by Patrice Lee Onwuka
Congratulations Class of 2016, You Majored in Debt May 13 2016 by Patrice Lee Onwuka
Should Over-the-Top College Acceptance Letters Woo Students? March 29 2016 by Patrice Lee Onwuka
Why Are So Many Working Americans Still Dependent on Food Stamps? March 17 2016 by Patrice Lee Onwuka
Nursing Needs More Competition March 14 2016 by Patrice Lee Onwuka
Reese Witherspoon’s Oscar-Worthy Truth For Young Women February 27 2016 by Patrice Lee Onwuka
Takeaways: Overtime Pay June 4 2019 by Patrice Lee Onwuka
Policy Focus: Overtime Pay May 30 2019 by Patrice Lee Onwuka
Takeaways: Welfare Reform 2.0 September 7 2018 by Patrice Lee Onwuka
Policy Focus: Welfare Reform 2.0 August 13 2018 by Patrice Lee Onwuka
Takeaways: What Drives the Wage Gap? April 5 2018 by Patrice Lee Onwuka
Takeaways: Why Requiring Work & Community Engagement is Good for Medicaid and the Poor January 29 2018 by Patrice Lee Onwuka
Takeaways: How Tax Reform Will Help Americans December 18 2017 by Patrice Lee Onwuka
Fact Sheet: Tax Reform is a Women's Issue September 15 2017 by Patrice Lee Onwuka
Policy Focus: Your Ideas, Your Rights - Intellectual Property in the 21st Century June 25 2017 by Patrice Lee Onwuka