<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Maria Polyakova | Macro Paper Warehouse</title><link>https://macropaperwarehouse.com/authors/maria-polyakova/</link><description>Maria Polyakova</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><atom:link href="https://macropaperwarehouse.com/authors/maria-polyakova/index.xml" rel="self" type="application/rss+xml"/><item><title>The Earnings and Labor Supply of U.S. Physicians</title><link>https://macropaperwarehouse.com/papers/the-earnings-and-labor-supply-of-u.s.-physicians/</link><guid>https://macropaperwarehouse.com/papers/the-earnings-and-labor-supply-of-u.s.-physicians/</guid><description>&lt;p&gt;&lt;strong&gt;Research Question.&lt;/strong&gt; What do U.S. physicians earn, how is that earnings variation structured across geography and specialty, and how much does government healthcare payment policy shape those earnings and — through them — physicians&amp;rsquo; labor supply and long-run talent allocation?&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Data.&lt;/strong&gt; The paper builds a novel administrative panel by merging the universe of U.S. federal individual income tax returns (2005–2017) with: the National Plan and Provider Enumeration System (NPPES) physician registry; Medicare billing records with procedure-level Relative Value Unit (RVU) rates (2012–2017); restricted-use American Community Survey responses; Social Security Administration demographic records; and medical school ranking and graduation data. The main sample covers 11.6 million physician-year observations for 965,000 unique physicians aged 20–70.&lt;/p&gt;</description></item></channel></rss>