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A WORLD OF TRADE UNCERTAINTY

trade uncertainty

A WORLD OF TRADE UNCERTAINTY

The U.S.-China trade war and Brexit have generated quantifiable uncertainty in the marketplace, but the impact of those events is being eclipsed by the uncertainty generated by the global pandemic.

Taking an Economic Pulse

If you search the Internet for the term “economic uncertainty” or close variations, you’d find what you already know just living through the current times. It’s the default word to describe the uptick in political and trade tensions and in the precarious health of the national economy as well as our personal economic lives.

Even prior to COVID-19, the U.S.-China trade war and Brexit — to tick off current major stressors — Stanford economist Nicholas Bloom, along with his colleagues Scott Baker from Northwestern University and Steven Davis of the Booth School of Business at the University of Chicago, sought to quantify the impact of uncertainty and its impact on business, consumer and policy decisions and vice versa.

Rising levels of political and policy uncertainty are perceived to have a dampening effect on commercial investments, hiring, and economic growth, and appear to be reflected in stock market volatility. Policy uncertainty – including uncertainty in trade policies – doesn’t only manifest as risk aversion by companies, it may effectively raise the cost of capital for investing. Companies may freeze hiring and begin to rely on attrition to thin their employment ranks or begin layoffs in anticipation of slower growth. This behavior in turn may diminish the returns from government stimulus spending, itself designed to induce firm investments by offsetting some of their risk. Stimulus works better if policy and economic uncertainties are reduced.

“Uncertainty” is often described as the intangible or “X factor” in economic forecasts. Bloom and his colleagues wanted to find out whether uncertainty is more tangible and evident than we think.

Stress Testing

Bloom, Baker and Davis constructed an index to measure policy-related economic uncertainty. They used data from search results from newspaper coverage by 10 large publications including the Miami HeraldChicago Tribune and Dallas Morning News, looking for mentions of economic uncertainty within certain parameters. Their work included a measure of fiscal uncertainty as represented by the number of federal tax code provisions set to expire in future years and drew on disagreements among economic forecasters as a proxy for uncertainty.

From the Headlines

An “Echo” Report

First, some caveats:

Newspaper coverage is of course dependent upon the reporting choices made by editors at these papers and weighed against what else is driving the news of the day that may eclipse trade policy. The media mirrors uncertainty it observes and may also generate uncertainty through its own reporting.

And while the stock market has shown patterns associated with political elections, the market doesn’t make significant swings in close proximity to political elections. Politicians like to suggest that party majorities across government is good for the markets. But it would appear that political gridlock offers more stability and is considered more “market friendly” than when one political party has both houses of Congress and the White House.

That said, the Economic Policy Uncertainty index (EPU) created by Bloom and his colleagues maps the impact of “uncertainty” such that we can see clear stock market volatility associated with other types of major political events and policy developments – most recently, flare-ups in the U.S.-China trade dispute and the unfolding of Brexit.

EPU Index Based on the News

The impacts of uncertainty generated by the global pandemic are clearly much higher than the trade uncertainty associated with the U.S.-China trade war and Brexit.

Furthermore, when comparing key words associated with the four different categories of health, fiscal, monetary and trade policy, trade policy uncertainty had been the highest among the four with a spike in 2019, but it is now low and the lowest among these four – again, due to overriding concerns driven by the pandemic.

Bloom has cautioned that trade uncertainty as a driver may have receded in comparison with other concerns. However, the open-ended nature of the current U.S.-China trade conflict and the looming Brexit deadlines mean that trade uncertainty may be more of a sleeping than a slayed giant.

Trade Policy Component of Uncertainty

In general, Bloom, Baker and Davis find that, as measured by the EPU index, current levels of economic policy uncertainty are at “extremely elevated levels.” Since 2008, economic policy uncertainty averaged about twice the level of the previous 23 years.

Pile on the Social Anxiety

Bloom, Baker and Davis have also extracted Twitter data on economic uncertainty and compared their findings with the results reflected in the EPU index. Twitter chatter does reflect much of the same heightened sense of anxiety over the uncertainty of Brexit and U.S.-China trade tensions, but the levels of anxiety generally track lower. This could be largely attributed to the sheer breadth and inconsistency of posts by the millions of people tweeting. It’s hard to find the signal in all that considerable and often frivolous noise.

From 9/11 to SARS to El Niño: An Entire World of Uncertainty

In a broadening of this approach to tracking events and impacts associated with economic uncertainty, Nick Bloom has worked with economists Hites Ahir and Davide Furceri of the IMF to develop the World Uncertainty Index (WUI). They used a series of regular country reports produced by the Economic Intelligence Unit as basis for quantifying references to economic uncertainty across 143 countries.

World Uncertainty Index Global Average

On a global basis over the last two decades, the WUI shows spikes around the 9/11 attacks, the SARS outbreak, the second Gulf War, the Lehman Brothers failure, the Euro debt crisis, El Niño, the Europe border-control crisis, the UK’s referendum vote in favor of Brexit, the 2016 U.S. presidential election and recent U.S.-China trade tensions. The WUI tends to rise closer to political elections – like the consequential one in two weeks. The authors point out that the index captures uncertainty created by specific near-term events but also long-term concerns such as tensions between North and South Korea.

The authors say global uncertainty has “increased significantly” since 2012. Notably, that uncertainty has not, however, translated into stock market volatility, perhaps because the political news has increasingly become difficult for investors to interpret.

Uncertainty tends to be synchronized among advanced economies, especially among the euro area countries. And, as countries move from regimes of autocracy towards democracy, uncertainty increases but declines as the degree of democracy increases and as the quality of institutions improves. The WUI offers an interesting window into what drives uncertainty in individual economies, as well. For example, China experiences higher levels of uncertainty in association with key leadership transitions. The UK experienced a spike in uncertainty at the time of the Scottish referendum.

When Flat-Lining is Good

Trade as a component of the World Uncertainty Index has been low and nearly flat for most of the last twenty years, but has experienced a major spike in uncertainty over the last four years, in particular due to the U.S.-China trade dispute and the setbacks in negotiating a smooth UK exit from the European Community. As Nicholas Bloom has put it, the United States, UK and China have been “exporting uncertainty”.

Trade Component of World Uncertainty Actual

Trade Versus COVID-19

For close to an entire year now, COVID-19 has been dominant and pervasive in our lives and the global economy. COVID-19 is novel by definition. The unknowns and uncertainty it wreaks show up everywhere – in stock markets, on Twitter and in the news. It should not be surprising, then, that the spike in uncertainty caused by COVID-19 far outstrips that caused by the U.S.-China trade war.

But global trade tensions are not receding and the aftershocks of COVID-19 will continue to be felt in supply chain restructuring. That restructuring will take place in an environment of increasing restrictions on foreign investments, export controls, sanctions, and blacklisting of entities and individuals that multinational corporations can do business with. Long-established supply chain relationships may be less disrupted, but new relationships may not be initiated at the same rate or in the same way in times of high economic policy uncertainty.

While measuring the real impacts of economic uncertainty in still a relatively new concept, central banks and government agencies are beginning to pay attention, and to that end, it will be interesting to continue to take our collective pulse using indices like the EPU and WUI.

Hear Nicholas Bloom explain in his own words in this webinar presented by the Clayton Yeutter Institute of Trade and Finance at the University of Nebraska. Images are drawn from the slides used by Nicholas Bloom and accessible here.

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Andrea Durkin is the Editor-in-Chief of TradeVistas and Founder of Sparkplug, LLC. Ms. Durkin previously served as a U.S. Government trade negotiator and has proudly taught international trade policy and negotiations for the last fifteen years as an Adjunct Professor at Georgetown University’s Master of Science in Foreign Service program.

elections

THE ANTI-FREE TRADE EFFECT OF ELECTIONS

Do As I Say?

Trade rarely ranks high for voters in the election booth – so why do we seem to see an uptick in anti-trade sentiment around election time? And does protectionist rhetoric during the campaign season influence politicians’ actual voting behavior on trade?

Evidence, both anecdotal and academic, suggests yes – term length and the electoral calendar play a key role in determining the outcome of votes on trade policy. Members of Congress tend to believe that supporting more protectionist trade policy will increase their chances of re-election. Conversely, without that fear of repercussions at the ballot box, politicians vote in favor of more liberal trade policy.

In the words of economist Dani Rodrik, “no other area of economics displays such a gap between what policymakers practice and what economists preach as does international trade.” There are many examples of normally pro-trade politicians shifting their views around election time.

For example, in the run-up to the 2008 presidential election, Barack Obama attacked NAFTA despite going on to go all-in on free-trade in his presidency. Similarly, in the 2016 Toomey vs. McGinty Pennsylvania Senate race, both formerly free-trade politicians changed their tune to try to appeal to more voters. Beyond the anecdotes, a group of economists has sought to study the pattern over years of trade votes in the United States.

A Study into Economic Policy and Elections

In their 2011 paper “Policymakers’ Horizon and Trade Reforms,” Paola Conconi, Giovanni Facchini, and Maurizio Zanardi attempted to empirically answer the question: Do imminent elections impact the decision-making and voting behavior of elected officials on issues related to trade?

Conconi, Facchini, and Zanardi compared the voting behavior of candidates facing an upcoming re-election contest with those who had a long term ahead of them. Senators are up for election every six years (meaning that every two years, one-third of all seats are up) whereas U.S. House members face election every two years. This vote log provides many data points that show changes in behavior of individuals over time, at different points in the election cycle.

The authors analyzed the individual roll call votes on the final passage of every trade liberalization bill introduced in the U.S. Congress between 1973 and 2005. They considered 29 votes in total, covering 15 trade reform bills. All but one of the bills was approved but with varying margins.

Closer to Re-Election, Free Trade Voting Tendency Drops 10 Percent Points

First, the authors compared House and Senate members. Other studies have shown that House members are generally less likely to support trade liberalization than senators, and the authors’ results align with this. However, the authors found that there is no significant difference in the voting behavior between House members and senators during their last two years before re-election. This suggests that the intercameral difference between the two groups could be explained by their term length, rather than other factors such as constituency size.

Next, they compared different generations of senators, finding that they become more protectionist the closer they get to a re-election campaign. Senators in the last two years of their term are around 10 percentage points less likely to vote in favor of trade liberalization policies than those in their first four years, a significant difference. Interestingly, Banri Ito, in his 2015 paper, used data from the Japanese House of Representatives election in 2012 to find similar results, indicating this is not purely an American phenomenon.

Probability of Vote for Trade Reform

Safe Seat, Retirement or Election Defeat Associated with Free Trade Vote

Their results hold when studying the behavior of the same senator over time or comparing a whole host of controls including campaign contributions, age, gender, and party affiliation. Even those representing constituencies where a majority of their voters should benefit significantly from trade liberalization, such as heavy exporting constituencies, exhibit the same late-term protectionist tendencies.

In contrast, senators who are retiring or who hold very safe seats do not change their behavior as an election nears. Interestingly, two of the votes they tracked occurred in a “lame duck” session (after November elections but before the new senators had taken their seats). In those votes, no defeated senators voted against trade liberalization.

Overall, the Conconi, Facchini, and Zanardi study showed:

-Members of the U.S. House are more anti-trade liberalization than U.S. Senators, but that difference disappears during the last two years of a senator’s term.

-Election proximity reduces representatives’ support for trade.

-The protectionist effect applies both to senators who generally oppose liberalization (Democrats and import-competing constituencies) but also to senators who are generally more pro-trade (Republicans and export-competing constituencies).

-The inter-generational differences disappear for representatives holding safe seats or who are retiring (meaning a return to votes in favor of trade liberalization).

10 point drop

Anecdotal Evidence – Trade and Elections Today

Although far from sufficient to draw any concrete conclusions, anecdotal evidence does appear to corroborate findings from the Conconi, Facchini, and Zanardi study. We can find numerous examples of U.S. politicians changing their views on trade when the re-election stakes are high.

When votes on significant trade deals are on the table, trade has featured in congressional races, but in presidential races, trade is often a footnote or subsumed by debates over the state of the economy broadly. However, Donald Trump’s presidential campaign signified a marked change as he made trade a central part of his platform. In 2016, both Donald Trump and Hilary Clinton took a negative stance on the Trans-Pacific Partnership (TPP), and Trump against NAFTA. Notably, as Secretary of State, Clinton had defended TPP as the “gold standard” of trade agreements, but expressed a different view during election season.

In the 2016 Pennsylvania Senate Race, support of the TPP became an extremely important issue between two politicians with records of trade-liberalization support. Republican Senator Pat Toomey and Democrat rival Katie McGinty both came out against the TPP, despite the former’s career-spanning support of free-trade deals, and the latter’s support of the then newly-signed NAFTA while she served in Bill Clinton’s administration.

Similarly, Republican Ohio Senator Robert Portman, who voted in support of NAFTA in 1993, a series of subsequent trade deals, and served as George W. Bush’s chief trade negotiator, came out against the TPP. Democratic rivals called the announcement an election-year conversion.

Some politicians even admit to changing their views due to the political climate. Rep. Luke Messer (R-IN) who went from supporting various free trade deals with China to opposing them, called his own reversal on the issue a reaction to changing political pressure.

As for the 2020 election, Biden and Trump both cite trade as a critical issue, saying that U.S. trade policy has not been benefiting Americans as it should. Biden seems to have moved away from his past pro-free trade stance, and both candidates are advocating for Buy American policies.

DNC & RNC Platforms

Both the Republican and Democratic parties have taken on a protectionist bent ahead of the 2020 election, and in fact the platforms seem remarkably similar. Both the Democratic and Republican platforms emphasize the need to protect American workers from a competitive international system, with free trade and trade agreements taking a back seat. The Republican party is doubling down on its 2016 goals to punish China and bring outsourced jobs back to the United States, while the Democratic party touts the same goals, but proposes a new solution.

Democratic Party

In the 2020 Democratic Party Platform, any talk of free trade is notably absent, apart from a brief mention of support for the African Continental Free Trade Agreement and promoting free trade in that region. Instead, when trade is mentioned the focus is on China’s unfair trade practices and on the need to protect American workers from the global trading system.

The platform states that “Democrats will pursue a trade policy that puts workers first,” negotiating for labor, human rights, and environmental standards in trade agreements. They cite the COVID-19 pandemic as evidence that the United States has over-relied on global supply chains, but criticize the Trump Administration’s U.S.-China trade war as un-winnable. On the issue of China, the Democratic party plans to take aggressive action against them, and any other country that takes unfair trade action such as dumping, currency manipulation, and unfair subsidizing, as well as theft of U.S. intellectual property. The platform states that tax and trade policies that have encouraged corporations to move manufacturing jobs overseas and avoid taxes will be eliminated. They will “claw back” any public investments or benefits received by a company that shuts down U.S. operations to move abroad.

The DNC’s discussion of “Global Economy and Trade” and “Advancing American Interests” focuses yet again on putting American workers first. They claim that no new trade agreement will be negotiated before first investing in American competitiveness, and existing trade laws and agreements will be aggressively enforced. They plan to work with allies to stand up to China, and negotiate from the strongest possible position. An outline is also given of their stance to fight foreign corruption, and to reign in “misused and overused” sanctions.

trade platforms

Republican Party

The Republican party decided to forgo a traditional platform this year, instead opting to “to enthusiastically support the president’s America-first agenda”. However, the party also agreed to adopt the same platform as in 2016. President Trump has released a list of core priorities for his second-term agenda, two of which – “Jobs” and “End Our Reliance on China” – contain goals directly applicable to issues of trade. Echoing the growing protectionist rhetoric, Trump’s priorities appear to double down and expand on the 2016 platform.

Under the core priority of “Jobs,” Trump vowed to “Enact Fair Trade Deals that Protect American Jobs” and implement “’Made in America’ Tax Credits”, sentiments that match up with Trump’s various executive orders focused on Buy American policiesThe 2016 Republican platform recognized the importance of free trade deals: “We envision a worldwide multilateral agreement among nations committed to the principles of open markets, what has been called a ‘Reagan Economic Zone,’ in which free trade will truly be fair trade for all concerned.” The 2020 priorities seem to expand on this policy, stating that free trade is good, but with much more focus on the American worker and American power in the equation.

Another of Trump’s core priorities is to “End Our Reliance on China,” including goals such as “Bring Back 1 Million Manufacturing Jobs from China,” “Tax Credits for Companies that Bring Back Jobs from China,” and “No Federal Contracts for Companies who Outsource to China”. China was mentioned in the 2016 platform too, with the party vowing to take a firm stance that involved retaliation when necessary in order to punish Chinese “currency manipulation, exclusion of U.S. products from government purchases, and subsidization of Chinese companies to thwart American imports.” Perhaps unsurprisingly given global politics, this again appears to be an area of increased focus for the Trump administration looking ahead to a second term.

Protectionist Rhetoric on the Rise

Past studies have found evidence to support the assertion that when faced with an election, politicians are more likely to take a protectionist stance. That trend has continued, or perhaps escalated, over the last 15 years – and if the rhetoric we’re seeing on the 2020 campaign trail is any indication, it seems unlikely to slow down anytime soon.

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Alice Calder

Alice Calder received her MA in Applied Economics at GMU. Originally from the UK, where she received her BA in Philosophy and Political Economy from the University of Exeter, living and working internationally sparked her interest in trade issues as well as the intersection of economics and culture.

buy american

AMERICANS LOVE TO “BUY AMERICAN”

TradeVistas’ September poll shows overwhelming support for “Buy American” policies, while one in four Americans – and nearly 1 in 3 Republicans – say trade is “the most important issue” in their vote for president this election cycle.


“Buy American” is likely to be a prominent campaign theme this fall as Republican President Donald Trump and Democrat party candidate Joe Biden sketch out their plans for reviving the U.S. economy in the midst of a pandemic.

Biden’s aggressive “Buy American” agenda proposes major investments in federal procurement and infrastructure to support domestic manufacturing. Trump, meanwhile, has made “Buy American” a cornerstone of his Administration. After campaigning in 2016 to bring back U.S. jobs lost to global competition, Trump has levied tariffs on foreign steel and aluminum, launched a trade war against China and issued executive orders aimed at ensuring that U.S. companies were the federal government’s preferred suppliers.

TradeVistas’ September poll of 1,003 adults, conducted by Lincoln Park Strategies, shows strong support for “America First” approaches like Buy American. Our survey shows strong bipartisan approval of Buy American federal procurement policies, which a plurality of Americans say would create large numbers of jobs. Americans also say they support Buy American in their personal spending, with a slight majority saying they’d pay a premium for U.S.-made goods. Finally, we find that the Trump’s Administration’s focus on trade policy may have elevated the importance of this issue among many voters, particularly among Republicans and likely Trump voters.


1. Big support for “Buy American.”

Overall, three out of four Americans (75 percent) say they support Buy American policies requiring the federal government to buy from domestic suppliers whenever possible.* Nearly half – 48 percent – say they “strongly support” the policy, while just 5 percent of Americans say they are either “somewhat” or “strongly” opposed, while 21 percent were “indifferent.”

Majority support was consistent across education, race and income, but was strongest among self-described Republicans, 70 percent of whom “strongly support” the policy (compared to 40 percent of Democrats and 37 percent of Independents). Among likely voters, 68 percent of those planning to vote for Trump also said they “strongly support” Buy American, compared to 41 percent among likely Biden voters and 39 percent among those who were undecided. Men were also more likely to be strong supporters (56 percent versus 41 percent).

Q1 Do you support Buy American Policies

2. Strong belief that “Buy American” policies generate jobs

While some prominent economists have criticized Buy American policies as counterproductive and potentially even leading to the loss of U.S. jobs, respondents in our survey believe the opposite. Nearly 4 in 5 respondents (79 percent) say Buy American procurement policies would create jobs, including 41 percent who say it would create “a large number of jobs” and 38 percent who say it would create “some new jobs.” Again, this support was consistent across race, education and income.

Democrats were more skeptical than Republicans, however. While 60 percent of Republicans said Buy American would create many jobs, 36 percent of Democrats said the same. (However, only 2 percent of Democrats said the policy would “hurt American jobs.”) Similarly, likely Trump voters were more likely to say Buy American would create large numbers of jobs compared to likely Biden voters (59 percent versus 31 percent). Undecideds fell in the middle with 42 percent.

Q2 Do Buy American policies create jobs numbers corrected

3. Americans would pay more to Buy American themselves

Americans in our survey seem to support Buy American as a broad statement of economic patriotism and would pay more to buy U.S.-made goods.

Twenty-five percent of respondents in our survey said they would choose an American-made good over a comparable foreign product “regardless of cost,” while 31 percent say they would pay a 10 to 20 percent premium. Another 25 percent said they would buy the U.S. product if it were the same price as a comparable item, while 9 percent said they would purchase the cheaper product, and 10 percent were unsure.

Q3 Would you pay more to Buy American

These results run counter to earlier surveys finding that while the majority of Americans believe it important to buy U.S. products, they are less willing to pony up a premium. A 2017 Reuters/Ipsos poll, for instance, found that while 70 percent of Americans think if “very important” or “somewhat important” to buy U.S. goods, 37 percent said they would not pay more for an American product, while 26 percent said they would pay only up to 5 percent more.

One potential explanation for our results is negative shifting consumer sentiment toward products made in China. A 2020 survey by FTI Consulting, for instance, found that 40 percent of Americans say they won’t buy Chinese-made goods.

Our survey found significant partisan differences over buying American, which indicate a solidification of views likely prompted by Trump. While 46 percent of Republicans said they would buy American regardless of price, just 18 percent of Democrats said the same (although 32 percent of Democrats also said they would be willing to pay a 10 to 20 percent premium). The starkest difference, however, was between Republican men and Democratic women. While 52 percent of Republican men said they would buy American regardless of cost, only 14 percent of Democratic women said they would do so.

Q3 Would you pay more by gender and party

4. Trade as a crucial election issue for key sets of voters

Partisan enthusiasm for Buy American may also translate into the elevation of trade as an election issue for many of the respondents in our survey. Overall, 19 percent of total respondents said a candidate’s position on trade is “the most important issue to me,” while 25 percent said trade is “one of the most important issues” determining their vote for president.

These figures, however, mask significant partisan differences in how likely voters view the importance of trade. For instance, while 66 percent of Republicans in our survey said trade was the most important or among the most important issues to them in their vote for president, half as many Democrats (33 percent) felt the same. Similarly, while 64 percent of likely Trump voters said trade was the most important issue or among the most important election issues to them, 62 percent of likely Biden voters said trade “is important but will not have an effect on my vote” or is “not an issue I really care about.” Trade does, however, seem to matter for undecided voters in our poll; 59 percent considered the issue to be the most important or among the most important in their vote for president.


These results mirror findings showing sharp partisan differences in the issues that matter most to voters this fall. The Pew Research Center, for instance, finds that while the economy is the top concern of Trump voters, Biden supporters are the most concerned about health care and the pandemic. For many Republicans and Trump supporters, the interest in trade policy is likely a proxy for this broader concern over the economy.

Q4 How Important is Trade to your vote


“Buy American” has always made for good politics, tapping into Americans’ strong sense of economic patriotism. But there are a couple reasons why American sentiment toward buying American might be especially strong today, even aside from the particular focus on U.S. production by President Trump.

For one thing, the coronavirus pandemic exposed major weaknesses in global supply chains, reinforcing concerns about U.S. over-reliance on foreign imports, particularly for medicines, medical equipment and other vital products. Boosting domestic production and manufacturing will also be crucial to America’s post-pandemic recovery. So long as millions of Americans remain under-employed or unemployed as a result of COVID-19, federal investment in domestic production or infrastructure could help put Americans back to work.

Given both political parties’ embrace of Buy American, it will be a priority regardless of who wins the White House in November.



*Note: While our survey sought to measure Americans’ perspectives on “Buy American” as a matter of federal policy, we realize that Americans are likely to interpret “Buy American” more broadly, to include personal spending decisions as well as those by the government. Politicians have also added to the confusion by using the phrase “Buy American” to show support for domestic manufacturing and production generally.

Methodology: 1,003 interviews among adults age 18+ were conducted by Lincoln Park Strategies from September 10-12, 2020 using an online survey. The results were weighted to ensure proportional responses. The Bayesian confidence interval for 1,000 interviews is 3.5, which is roughly equivalent to a margin of error of ±3.1 at the 95% confidence level.

Access the polling questions and results by Lincoln Park Strategies here.

Download the full infographic.

TradeVistas Buy American Opinion Poll Infographic

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Anne Kim

Anne Kim is a contributing editor to Washington Monthly and the author of Abandoned: America’s Lost Youth and the Crisis of Disconnection, forthcoming in 2020 from the New Press. Her writings on economic opportunity, social policy, and higher education have appeared in numerous national outlets, including the Washington Monthly, the Washington Post, Governing and Atlantic.com, among others. She is a veteran of the think tanks the Progressive Policy Institute and Third Way as well as of Capitol Hill, where she worked for Rep. Jim Cooper (D-TN). Anne has a law degree from Duke University and a bachelor’s in journalism from the University of Missouri-Columbia.