Mea Culpa: Confidence Proceedings Edition: I Really Do Think Dynamic Scoring Is a Bad Idea

I have committed a grave sin for the first time.

In revising and extending for publication the remarks I made during the discussion of Doug Elmendorf’s paper for the Fall 2015 issue of the Brookings Papers on Political Economy, I have not done so.

Instead, I have rewritten and compressed. The below bears little resemblance to what I did say. But it is what I should have said:

Brad DeLong noted that when he was a Treasury political appointee, one of the Treasury career staff economists lectured me him about dynamic scoring thus:

Brad, you people come in with your exaggerated belief in the productivity benefits of public investment. And so you command us to score your policies as having a very favorable impact on the deficit. They come in with their exaggerated belief in the benefits of tax cuts. They command us to score their policies as having a very favorable impact. We cannot say we disagree with our bosses’ analytic judgments. But by holding the line and stating that we do not consider any macroeconomic effects of policies, we can at least prevent being whipsawed by this partisan rosy-scenario ratchet…

He noted that being whipsawed by the partisan rosy-scenario ratchet is a serious danger, as evidenced most recently by yesterday’s the recent semi-score of the Jeb Bush tax plan by Feldstein et al. There would be an upside if appropriate real technocratic dynamic-scoring corrections were significant. But, he concluded, they mostly likely are not.

I do not know whether to be encouraged or discouraged by the fact that at my age I am still finding myself committing new categories of sin. I wonder what the appropriate penance would be?

Looking back on it, it was a very strange morning indeed. Mankiw, Feldstein, Hubbard, and Cogan–people who were at the very top of the list for the post of CBO Director in Republican majority congresses a generation ago–had just come out with a semi-score of the JEB! tax plan that used dynamic scoring in exactly the way that every reality-based technocrat had always feared that it would be used.

And yet–with the honorable exception of Bill Gale–virtually every other speaker out of the whole BPEA audience agreed that there ws no danger that dynamic scoring would ever be used in the way that every reality-based technocrat had always feared.

What was going on? I did not understand it. I do not understand it…


My previous takes on this subject:

September 14, 2015: Night Thoughts on Dynamic Scoring: Live from DuPont Circle: Last Thursday two of the smartest participants at last Friday’s Brookings Panel on Economic Activity conference–Martin Feldstein and Glenn Hubbard–claimed marvelous things from the enactment of JEB!’s proposed tax cuts and his regulatory reform program.

They claimed it would boost economic growth over the next ten years by 0.5%/year (for the tax cuts) plus an additional 0.3%/year (for the regulatory reforms).

That would leave the U.S. economy in ten years producing $840 billion more in annual GDP than in their baseline. That would mean that over the next ten years faster growth would produce an average of $210 billion a year of additional revenue to offset more than half of the $340 billion a year ‘static’ revenue lost from the tax cuts, making the net cost to the Treasury not $340 billion/year but $130 billion/year. And that would mean that in the tenth year–fiscal 2027–the $400 billion ‘static’ cost of the tax cuts in that year would be outweighed by a $420 billion faster-growth revenue gain.

The problem is that if I were doing the numbers I would reverse the sign:

  • I would say that, on net, deregulatory programs have been very costly to the U.S. economy in unpredictable ways–witness the subprime boom and the financial crisis.
  • I would say that the incentive effects would tend to push up growth by only 0.1%/year, and that would be more than offset by a drag on the economy that would vary depending on how the tax cuts were financed.
    • If they were financed by issuing debt, I would ballpark the drag at -0.2%/year.
    • If they were financed by cutting public investment, I would ballpark the drag at -0.4%/year.
    • If they were financed by cutting government programs, there might be a small boost to growth–0.1%/year–but any societal welfare benefit-cost calculation would conclude that the growth gain was not worth the cost.

And there is substantial evidence that I am right:

  • You cannot find a boost to potential output growth flowing from either the Reagan or the Bush tax cuts.
  • You cannot find a drag on growth from the Obama tax increases.
  • You can find an effect of the Clinton tax increases–but it is that, thereafter, growth was faster, because the reduction in the deficit powered an investment-led recovery.

Over the past thirty years, the agencies that do the government’s accounting have tried to reduce their vulnerability to the imposition of a rosy scenario by their political masters by claiming as a matter of principle that they do not calculate positive growth impacts of policies. This is clearly the wrong thing to do–policies do affect growth rates. But is overestimating growth effects in a way that pleases one’s political masters a less-wrong thing?

[Name Redacted] suggested at the conference that the right thing to do is probably to apply a substantial haircut to the growth-boost claims of political appointees.

The problem is that when I look at the example of ‘dynamic scoring’ that was on the table at Brookings today–the 0.8%/year growth boost that I really think should be a -0.1%/year growth drag–the haircut I come up with, for Republican policy proposals at least, is 112.5%.

Yet the near-consensus of the meeting was that dynamic scoring–done properly–was a thing that estimating agencies like JCT and CBO (and Treasury OTA) should do.

If there were to be a day less favorable to such a consensus conclusion, I do not know what that day would have looked like…


: Fall 2015 Brookings Panel on Economic Activity Weblogging: Doug Elmendorf on Dynamic Scoring: Fall 2015 BPEA 8:30 AM Fr: Twenty-two years and one month ago, after an OEOB meeting I spent carrying spears for David Cutler in one of his hopeless attempts to warn certain Assistant to the President for Health Policy precisely what reception his policy proposals would get from a CBO where Doug Elmendorf piloted the health-care desk, I returned to my office at the Treasury, and one of our career economists lectured me thus about dynamic scoring:

Brad, you people come in with your exaggerated belief in the productivity benefits of public investment. And so you command us to score your policies as having a very favorable impact on the deficit. They come in with their exaggerated belief in the benefits of tax cuts. They command us to score their policies as having a very favorable impact. We cannot say we disagree with our bosses’ analytic judgments. But by holding the line and stating that we do not consider any macroeconomic effects of policies, we can at least prevent being whipsawed by this partisan rosy-scenario ratchet.

Thus I find myself worrying about this:

  • I find myself thinking of CBO Directors past and future.
  • I think of June O’Neill, talking over and over again about how her model showed substantial disemployment effects of universal health coverage, without ever letting past her lips any acknowledgement that the people whose jobs her model showed as ‘destroyed’ had in fact voted with their feet and moved to a higher utility level by quitting.
  • I find myself thinking of the persistent rumors that after Doug Elmendorf and company had wreaked their analytic wrath on Ira Magaziner, Majority Leader Mitchell had said to Bob Reischauer: ‘You are gone on January 4, 1995’.

One unintended side effect of the budget process introduced in the 1970s and the 1980s has been to give CBO and JCT great power–has given their analytic decisions the importance of the unanimous coordinated votes of twenty senators over and above the impact of their estimates on members’ minds. They have by and large shouldered that great power with great responsibility. But with great power also comes great pressure. And it is not at all clear to me that, given the magnitude of this pressure, we want extra degrees of freedom in which these organizations can respond to the pressures they are under.

Yesterday, after all, I saw estimates of the dynamic revenue impact of Jeb!’s tax proposals that varied from negative–that the reduction in national savings would outweigh any positive incentive effects–to recouping 2/3 of the static revenue loss. And I imminently expect to see an ‘estimate’ today that it will produce 4%/year real growth and thus raise revenue–perhaps from someone at Heritage, perhaps from someone at Cato, perhaps from John Cochrane. It’s opening a can of worms. Doug and Peter may think the worms are dead. I fear they are not…


Doug Elmendorf: ‘Based on my experience as the director of CBO from January 2009 through March 2015…

…the principal concerns expressed about estimated macroeconomic effects of proposals apply with equal force to other aspects of budget estimates or can be addressed by CBO and JCT. In my view, including macroeconomic effects in budget estimates for certain legislative proposals would improve the accuracy of those estimates and would provide important information about the economic effects of those proposals. Moreover, if certain key conditions were satisfied, those estimates would meet the general goals of the estimating process that estimates be understandable and resistant to misinterpretation, based on a consistent and credible methodology, produced quickly enough to serve the legislative process, and prepared using the resources available to CBO and JCT.

Must-Read: Miriam Ronzoni: Where Are the Power Relations in Piketty’s Capital?

Must-Read: The extremely-sharp Miriam Ronzoni excellently puts her finger on a substantial hole in Thomas Piketty’s Capital in the Twenty-First Century.

Piketty starts, I think, from the observation that the French Second Empire and Third Republic–extraordinarily egalitarian in politics for white native-born males either as equal subjects of the Bonaparte dynasty or equal citizens of the Republic–were extraordinarily unfriendly to egalitarian economic measures. And, in addition, capital was able to adjust and rig the system of property rights in order to neutralize the forces of supply and demand that economists see as naturally making a high-capital economy a low-profit rate economy. Piketty strongly believes that a non-plutocratic society requires a low level of r-g, a low level of the difference between the profit rate r and the growth rate g. With r fixed save in times of societal catastrophe by the hegemonic power of capital even in political democracies, escape from plutocracy this hinges on boosting g, on a higher overall economic growth rate.

But, Ronzoni points out, this fatalistic analytical conclusion by Piketty has no impact on his suggested political strategy. A trust in Habermasian discourse and in the effectiveness of mobilization for social democracy appears out of thin air–both in the later pages of Piketty’s text, and in his post-publication career as a public intellectual. It’s not even “pessimism of the intellect, optimism of the will”. It’s simply a disconnect:

Miriam Ronzoni: Where Are the Power Relations in Piketty’s Capital?: “My concern about Piketty’s proposal is that there seems to be a friction…

…between the diagnosis offered in the rest of the book (which seems to draw a rather bleak picture of the power of capital in the early 21st century) and the suggested cure (which seems to rely on the optimistic hope that, once well-minded citizens will have recognized the problem, the only hurdle will be to find the right policy to fix it)…. Piketty seems to hold on to a social-democratic [political] optimism… whereas his findings seem to push him in a different direction…. [By] ‘social-democratic optimism’ I mean… optimism about the role of policies and institutions in taming capital… [plus] the persuasion that… politics is fundamentally about is making citizens understand… and then they will be persuaded to do the right thing…

Must-Read: Ananya Roy: The Land Question

Must-Read: Ananya Roy: The Land Question: “It is precisely land that is a problem…

…disputes over land are central to the politics of urban transformations around the world, from Kolkata to Detroit. Closely entangled with the land question is… ‘urban informality’: complex arrangements of tenure, ownership and shelter that cannot be easily converted into neat and tidy sales. Governing urban informality is thus tricky. On the one hand, such unsettled and unmapped land regimes present tremendous opportunity for powerful state action, notably evictions, dispossessions, and land grabs. On the other hand, such action can set in motion equally powerful social uprisings, or simply be confounded by the sheer inertia of urban informality. Let me return to the case of Kolkata to explain these points.

The land promised by one executive, the Chief Minister of West Bengal, to another, the Prime Minister of Singapore, is to be an industrial site. Billed as both ‘encroachment-free’ and ready ‘right now’ for the location of manufacturing industries, the site marks one of the many inter-Asian transactions through which a new era of modernisation, industrialisation, and urbanisation is being forged. It also marks some of the common problems that haunt such transnational alliances. For example, this particular plot of land, fantasized as empty of encroachers, and indeed of inhabitants, is one that has its share of squatters. Not surprisingly, these are labourers who migrated to the area from nearby villages to work on the various construction projects of the government. And despite the promise of readiness for global investment, there is little adequate infrastructure for industrialisation. To build such infrastructure requires not only substantial subsidies from the state but also the capacity to acquire land through eminent domain.

Thus, while the Chief Minister states ‘I can give the land right now if someone wants it,’ in the lower ranks of the bureaucracy, a district official says this about the widening of the one narrow road that serves the region: ‘We’ll need to acquire hundreds of acres of land as the road passes through many densely populated areas. Given the government’s hands-off land policy, a four-lane road to the Goaltore plot is a distant dream.’ The infrastructure problem, it turns out, is effectively a land problem…

Must-Read: David Roberts: Why Conspiracy Theories Flourish on the Right

Must-Read: David Roberts: Why Conspiracy Theories Flourish on the Right: “Matt Yglesias flagged this quote from Ryan Lizza’s great story…

…on the turmoil in the Republican House, but it’s worth reading again:

‘I used to spend ninety per cent of my constituent response time on people who call, e-mail, or send a letter, such as, ‘I really like this bill, H.R. 123,’ and they really believe in it because they heard about it through one of the groups that they belong to, but their view was based on actual legislation,’ [House Intelligence Committee chair Devin] Nunes said. ‘Ten per cent were about ‘Chemtrails from airplanes are poisoning me’ to every other conspiracy theory that’s out there. And that has essentially flipped on its head.’ The overwhelming majority of his constituent mail is now about the far-out ideas, and only a small portion is ‘based on something that is mostly true.’ He added, ‘It’s dramatically changed politics and politicians, and what they’re doing.’

We don’t need Nunes to tell us this, of course…. Some new research in political science helps home in on the circumstances and character traits that allow conspiracy theories to flourish–and casts a fairly grim light on the direction of American politics…. For liberals, more knowledge reduces endorsement of CTs, no matter the level of trust, and more trust reduces endorsement of CTs, no matter the level of knowledge…. For conservatives, on the other hand, more knowledge increases endorsement of CTs among those with low trust; for high-trust conservatives, knowledge seems to have no effect…. The high-info/low-trust dynamic is in fact the conspiracy theory sweet spot, but primarily for conservatives…. Low-trust, high-knowledge conservatives are a breeding ground for CTs, and more and more conservatives are low trust and high knowledge….

There are some horrible incentive structures built into current conservative politics. Conservative media, activists, and politicians have every reason to convince their most engaged supporters that the whole system is rotten and can’t be trusted–it makes it easier to fill their heads with nonsense about Sharia law, Agenda 21, and all the rest, which in turn increases their intensity and engagement…. But as we’ve seen, if that process goes on long enough, it produces two unpleasant results. First, the most engaged conservative voters will be more and more adrift in a paranoid fantasia… hassling politicians… and making it effectively impossible for lawmakers to do their job in a reasonable way, as Nunes pointed out. And second, they won’t trust conservative elites any more than they trust liberals, scientists, or the media. That means they are not only deluded but unchecked, beyond the influence of any moderating force, easy prey for demagogues and hucksters. They become the conspiracy-addled tail that wags the political dog. And that’s exactly what we’re seeing unfold…

Must-Read: Matt Bruenig: Why Education Does Not Fix Poverty

Must-Read: Matt Bruenig: Why Education Does Not Fix Poverty: “Brookings and the American Enterprise Institute claim to have hatched a bipartisan consensus plan for reducing poverty…

…The consensus plan will focus on three things: education, marriage, and work…. Since 1991, we have done precisely what the education-focused poverty people said to do. Between 1991 and 2014, we steadily reduced the share of adults in the ‘less than high school’ and ‘high school’ bins and increased the share of adults in every other bin…. [But] the poverty rate for each educational bin went up over this time and overall poverty didn’t decline at all. In fact it went up…. As the adults migrated up the educational bins, they took the poverty into the higher educational bins with them…. There are a number reasons why aggregate education gains do not necessarily translate into aggregate poverty declines. I will discuss three…. First, handing out more high school and college diplomas doesn’t magically create more good-paying jobs…. Second, having more education does not necessarily increase people’s productive capacity…. Third, poverty is really about non-working people…. Old-age, disability, unemployment, having children do not go away just because you have a better degree…. To the extent that education does nothing to provide better income support for those who do find themselves in these vulnerable situations, its effect on overall poverty levels will always be weak, or, as with the US in the last 23 years, totally nonexistent…

Must-Read: Mark Thoma: Why It’s Tricky for Fed Officials to Talk Politically

Must-Read: I would beg the highly-esteemed Mark Thoma to draw a distinction here between “inappropriate” and unwise. In my view, it is not at all inappropriate for Fed Chair Janet Yellen to express her concern about excessive inequality. Previous Fed Chairs, after all, have expressed their liking for inequality as an essential engine of economic growth over and over again over the past half century–with exactly zero critical snarking from the American Enterprise Institute for trespassing beyond the boundaries of their role.

But that it is not inappropriate for Janet Yellen to do so does not mean that it is wise. Mark’s argument is, I think, that given the current political situation it is unwise for Janet to further incite the ire of the nutboys in the way that even the mildest expression of concern about rising inequality will do.

That may or may not be true. I think it is not.

But I do not think that bears on my point that Michael R. Strain’s arguments that Janet Yellen’s speech on inequality was inappropriate are void, wrong, erroneous, inattentive to precedent, shoddy, expired, expired, gone to meet their maker, bereft of life, resting in peace, pushing up the daisies, kicked the bucket, shuffled off their mortal coil, run down the curtain, and joined the bleeding choir invisible:

Mark Thoma: Why It’s Tricky for Fed Officials to Talk Politically: “I think I disagree with Brad DeLong…

…Should speeches by Federal Reserve officials be limited to topics concerning monetary policy and financial stability, or should they be free to speak on any topic, no matter how politically charged it might be? It’s an important question as the Fed prepares to announce next week what’s looking like a significant change in its eight-year policy of zero-perecent interest rates.
Fed Chair Janet Yellen, for example, was sharply criticized for a speech last year highlighting what economists know about rising inequality and what might be done to overcome it.
This speech, which Yellen gave in October 2014, is still creating controversy. This week, it erupted again when UC Berkeley economist Brad DeLong defended Yellen against the charge that she’s a ‘partisan hack,’ a description in the headline of a Washington Post story by Michael Strain after Yellen’s speech…

Weekend reading

This is a weekly post we publish on Fridays with links to articles that touch on economic inequality and growth. The first section is a round-up of what Equitable Growth has published this week and the second is work we’re highlighting from elsewhere. We won’t be the first to share these articles, but we hope by taking a look back at the whole week, we can put them in context.

Equitable Growth round-up

Expanding access to high-quality prekindergarten and child care programs could be a huge boon to the U.S. economy. But recent studies of pre-K programs have raised concerns about the effectiveness and scalability of these programs. Looking at past research can provide a framework for building better and more expansive programs.

Research published during the past couple of years has revealed that business dynamism is on the decline in the United States. While the focus has mostly been on the declining startup rate, a new paper shows that the startups we do have in the United States are also growing slower.

Seven years of zero-interest-rate policy appears to be coming to a close. Some of the data from the U.S. Bureau of Labor Statistics’ widely covered Employment Situation report might make it look like the U.S. labor market is doing just great. But a look at the data from the Job Openings and Labor Turnover Survey—also known as JOLTS—reveals a labor market that could use more time to recover.

If you read about debates about taxing capital, more likely than not you’re reading about the influence of the tax rate on capital gains. But that debate misses other forms of capital income, such as unrealized gains. It is worth remembering that when we thinking about capital taxation.

While the U.S. economy is widely regarded as highly innovative, the distribution of innovation across the United States is far from even. What determined this distribution? In a report for Equitable Growth’s “History of Technology” series, University of California, Santa Barbara history professor John Majewski looks at the impact of slavery on economic creativity.

Links from around the web

When it comes to Federal Reserve policy, the focus has decidedly been on when the central bank will start to raise short-term interest rates. But with that decision all but made, perhaps policymakers, both fiscal and monetary, should start thinking about how to fight the next recession, Larry Summers argues. [wa post]

The idea of a universal basic income, or an unconditional cash payment to every resident of a jurisdiction, is one that stirs strong debate and supporters with varying views of economic policy. So when Finland seemingly announced it was shifting to a UBI, there was a bit of an uproar. But as Dylan Matthews reports, the country is merely proposing evaluations of the policy. [vox]

The rise of the “gig economy” is supposedly the wave of the future, with companies like Uber and TaskRabbit disrupting the labor market. But the data on the extent of the phenomenon is unclear to say the least. Shane Ferro shows that we really aren’t sure how big the gig economy really is. [huff post]

The aging of the global population is a fact, but the impact of this demographic change is uncertain. A number of economic commentators have argued that an older population will result in higher interest rates, lower inequality, and lower returns to capital. Matthew C. Klein points to Japan as a counterexample to this prediction. [ft alphaville]

One of the many concerns about the U.S. labor market after the Great Recession was the specter of underemployment. Workers with college degrees would end up stuck in jobs that don’t require the level of education they earned. That concern might be overblown, at least in the long run, Lydia DePillis writes. [wonkblog]

Friday figure

Figure from “Not all inequality is the same” by University of California, Santa Barbara’s John Majewski

Must-Read: Matthew Yglesias: Trumpism Is a Natural Consequence of the GOP Refusing to Moderate on Taxes or Immigration

Must-Read: Norm Ornstein quite a while ago had a good line about why moderate Republicans have never fought to keep their core moderate voters engaged in the party by, for example, threatening to walk to the moderate Democrats if their core voters’ concerns are dissed: “It’s almost like you are in a religion. You look at misbehavior on the part of the leaders of that religion, and you are shocked and dismayed, but you are not leaving your religion. And you are still going to go to church: you just can’t give up something that you held in a lifelong way…. Democrats are just different… don’t have the same discipline…

Matthew Yglesias: Trumpism Is a Natural Consequence of the GOP Refusing to Moderate on Taxes or Immigration: “On one level, yes, Trump is an outlier…

…BuzzFeed’s editor in chief sent a memo to his staff temporarily suspending the conventions of View From Nowhere journalism to say it’s perfectly okay to call Trump a “mendacious racist” because “there’s nothing partisan about accurately describing Donald Trump.”… But as Brian Beutler put it in July, Trump is frightening Republicans in part because he’s ‘showing… what it takes’ to run and win as the party of disaffected white people in an increasingly nonwhite country…. They’ve committed to… a strategy built around the notion that the 2012 election featured a pile of ‘missing’ white voters who could be activated to push the GOP to victory without it needing to do anything to broaden its demographic appeal.

When this idea was initially being debated inside right-of-center circles, the smartest conservative thinkers specifically warned that attempting the ‘missing white voter’ strategy without meaningful gestures of economic moderation would lead to something ugly. There has been no meaningful move to the center on economics, and–as predicted–the results are ugly…

Musing on one’s intellectual responsibilities…

Live from Evans Hall: Musing on One’s Intellectual Duties: Apropos of David Romer’s teaching Gabriel Chodorow-Reich and other things this morning…

Those who state that they are worried about zero interest-rate policy and financial stability are not worried about the excessive new risky lending. New risky lending is far from excessive–and boosting it is, in fact, one of the principal aims of low interest rate policy. We want there to be more of.

What they might be worried about is a model in which there are two groups of investors: those who can assess risks and those who cannot. The second group are easily phished. And zero interest-rate policy induces them to “reach for yield”. The complaint is not that there is too much new risky lending, but that the wrong people are undertaking risky lending, and financial instability may result when the tide goes out and they see how phoolish they have been.

The problem with the previous “what they might be worried about…” paragraph is that those who claim to be worried about zero interest-rate policy and financial stability do not make this “phishing for phools” argument, and do not present any evidence that zero interest rate policy materially adds to the problem of phools who are easily phished.

As a matter of dialogue and debate and the advancement of knowledge, how much work should I be doing not just to acknowledge and express the strongest wrong arguments I think are being made, but to go one step further and develop even stronger arguments then are currently being made if those stronger arguments are along lines that I think of as fundamentally wrong?

Must-Read: Ben Thompson: Digital Dopamine

Must-Read: Ben Thompson: Digital Dopamine: “Consider the one app category that continues to succeed wildly on the App Store…

…free-to-play games like Candy Crush or Clash of Clans. Critics complain that they are manipulative, extracting money from culpable players in exchange for a worthless digital good that delivers little more than a sense of accomplishment to the buyer — a shot of dopamine, basically. But, if I may put on my contrarian hat, so what? Is said shot of dopamine any different than that obtained by any number of other means, many of which cost money? If differentiation is more about how something makes you feel and less about features then why the special bias simply because one particular something happens to be created in software? And, I’d add, digital dopamine results in a far more equitable business model for the developer: the more a user plays the more money a developer earns…