cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3886/e113993
title: Replication data for: Machine Learning: An Applied Econometric Approach

description: Machines are increasingly doing "intelligent" things. Face recognition algorithms use a large dataset of photos labeled as having a face or not to estimate a function that predicts the presence y of a face from pixels x. This similarity to econometrics raises questions: How do these new empirical tools fit with what we know? As empirical economists, how can we use them? We present a way of thinking about machine learning that gives it its own place in the econometric toolbox. Machine learning not only provides new tools, it solves a different problem. Specifically, machine learning revolves around the problem of prediction, while many economic applications revolve around parameter estimation. So applying machine learning to economics requires finding relevant tasks. Machine learning algorithms are now technically easy to use: you can download convenient packages in R or Python. This also raises the risk that the algorithms are applied naively or their output is misinterpreted. We hope to make them conceptually easier to use by providing a crisper understanding of how these algorithms work, where they excel, and where they can stumble—and thus where they can be most usefully applied.
DOI: 10.3886/e113993v1
title: Replication data for: Machine Learning: An Applied Econometric Approach

description: Machines are increasingly doing "intelligent" things. Face recognition algorithms use a large dataset of photos labeled as having a face or not to estimate a function that predicts the presence y of a face from pixels x. This similarity to econometrics raises questions: How do these new empirical tools fit with what we know? As empirical economists, how can we use them? We present a way of thinking about machine learning that gives it its own place in the econometric toolbox. Machine learning not only provides new tools, it solves a different problem. Specifically, machine learning revolves around the problem of prediction, while many economic applications revolve around parameter estimation. So applying machine learning to economics requires finding relevant tasks. Machine learning algorithms are now technically easy to use: you can download convenient packages in R or Python. This also raises the risk that the algorithms are applied naively or their output is misinterpreted. We hope to make them conceptually easier to use by providing a crisper understanding of how these algorithms work, where they excel, and where they can stumble—and thus where they can be most usefully applied.
DOI: 10.3886/e113994v1
title: Replication data for: Federal Budget Policy with an Aging Population and Persistently Low Interest Rates

description: Some observers have argued that the projections for high and rising debt pose a grave threat to the country's economic future and give the government less fiscal space to respond to recessions or other unexpected developments, so they urge significant changes in tax or spending policies to reduce federal borrowing. In stark contrast, others have noted that interest rates on long-term federal debt are extremely low and have argued that such persistently low interest rates justify additional federal borrowing and investment, at least for the short and medium term. We analyze this controversy focusing on two main issues: the aging of the US population and interest rates on US government debt. It is generally understood that these factors play an important role in the projected path of the US debt-to-GDP ratio. What is less recognized is that these changes also have implications for the appropriate level of US debt. We argue that many—though not all—of the factors that may be contributing to the historically low level of interest rates imply that both federal debt and federal investment should be substantially larger than they would be otherwise. In conclusion, although significant policy changes to reduce federal budget deficits ultimately will be needed, they do not have to be implemented right away. Instead, the focus of federal budget policy over the coming decade should be to increase federal investment while enacting changes in federal spending and taxes that will reduce deficits gradually over time.
DOI: 10.3886/e114448
title: Replication data for: Disability Saliency and Discrimination in Hiring

description: Theory suggests that disability discrimination protections may adversely affect the hiring of individuals with disabilities by making them more expensive. Using SIPP data, we explore how the ADA Amendments Act (ADAAA), which expanded disability discrimination protections, affected the relative hiring rate of individuals with disabilities. We employ new categorizations of disability type: salient physical conditions, non-salient physical conditions, mental retardation and developmental disability, and other mental conditions. We find that the ADAAA had no effect other than increasing hiring for those with non-salient physical conditions. These results suggest that condition saliency may mediate the effects of discrimination protections on hiring.
DOI: 10.3886/e114448v1
title: Replication data for: Disability Saliency and Discrimination in Hiring

description: Theory suggests that disability discrimination protections may adversely affect the hiring of individuals with disabilities by making them more expensive. Using SIPP data, we explore how the ADA Amendments Act (ADAAA), which expanded disability discrimination protections, affected the relative hiring rate of individuals with disabilities. We employ new categorizations of disability type: salient physical conditions, non-salient physical conditions, mental retardation and developmental disability, and other mental conditions. We find that the ADAAA had no effect other than increasing hiring for those with non-salient physical conditions. These results suggest that condition saliency may mediate the effects of discrimination protections on hiring.
DOI: 10.3886/e113456
title: Replication data for: Too Big to Fail before the Fed

description: "Too-big-to-fail" is consistent with policies followed by private bank clearing houses during financial crises in the U.S. National Banking Era prior to the existence of the Federal Reserve System. Private bank clearing houses provided emergency lending to member banks during financial crises. This behavior strongly suggests that "too-big-to-fail" is not the problem causing modern crises. Rather it is a reasonable response to the threat posed to large banks by the vulnerability of short-term debt to runs.
DOI: 10.3886/e113457
title: Replication data for: Interbank Markets and Banking Crises: New Evidence on the Establishment and Impact of the Federal Reserve

description: This paper examines the impact of the Federal Reserve's founding on seasonal pressures and contagion risk in the interbank system. Deposit flows among classes of banks were highly seasonal before 1914; amplitude and timing varied regionally. Panics interrupted normal flows as banks throughout the country sought funds from the central money markets simultaneously. Seasonal pressures and contagion risk in the system were lower by the 1920s, when the Fed provided seasonal liquidity and reserves. Panics returned in the 1930s, due in part to shocks from nonmember banks and because the Fed's decentralized structure hampered a vigorous response to national crises.
DOI: 10.3886/e113457v1
title: Replication data for: Interbank Markets and Banking Crises: New Evidence on the Establishment and Impact of the Federal Reserve

description: This paper examines the impact of the Federal Reserve's founding on seasonal pressures and contagion risk in the interbank system. Deposit flows among classes of banks were highly seasonal before 1914; amplitude and timing varied regionally. Panics interrupted normal flows as banks throughout the country sought funds from the central money markets simultaneously. Seasonal pressures and contagion risk in the system were lower by the 1920s, when the Fed provided seasonal liquidity and reserves. Panics returned in the 1930s, due in part to shocks from nonmember banks and because the Fed's decentralized structure hampered a vigorous response to national crises.
DOI: 10.3886/e113458
title: Replication data for: Firm Entry and Macroeconomic Dynamics: A State-Level Analysis

description: Using an annual panel of US states over the period 1982-2014, we estimate the response of macroeconomic variables to a shock to the number of new firms (startups). We find that these shocks have significant effects that persist for many years on real GDP, productivity, and population. This is consistent with simple models of firm dynamics where a "missing generation" of firms affects productivity persistently.
DOI: 10.3886/e113458v1
title: Replication data for: Firm Entry and Macroeconomic Dynamics: A State-Level Analysis

description: Using an annual panel of US states over the period 1982-2014, we estimate the response of macroeconomic variables to a shock to the number of new firms (startups). We find that these shocks have significant effects that persist for many years on real GDP, productivity, and population. This is consistent with simple models of firm dynamics where a "missing generation" of firms affects productivity persistently.
DOI: 10.3886/e113459v1
title: Replication data for: Classroom Experiments: Is More More?

description: Studies have demonstrated that classroom experiments have a positive effect on student achievement in economics courses. Questions remain regarding the appropriate number of experiments. In the current study we attempt to determine whether more intensive use of classroom experiments is associated with greater student achievement. Our data contains variation in the number of experiments administered in a principles of microeconomics course. We find that participation in classroom experiments has a positive, but diminishing, marginal benefit on students' final course scores. We also find that classroom experiments can bridge some achievement gaps (between older and younger students, between whites and minorities).
DOI: 10.3886/e113460v1
title: Replication data for: Measuring the Effect of Blended Learning: Evidence from a Selective Liberal Arts College

description: We compare introductory microeconomics courses that employ a blended learning approach to more traditional control courses at a selective liberal arts college. The blended learning courses required students to complete online homework and watch video lectures before problem-based class sessions, while the control courses used paper homework and primarily traditional lecturing. We use the Test of Understanding in College Economics to measure improvement and use the Student Opinion Survey to control for students' self-reported effort and amount of importance placed on the test. We find that students in the blended courses improve more than those in traditional courses.
DOI: 10.3886/e113994
title: Replication data for: Federal Budget Policy with an Aging Population and Persistently Low Interest Rates

description: Some observers have argued that the projections for high and rising debt pose a grave threat to the country's economic future and give the government less fiscal space to respond to recessions or other unexpected developments, so they urge significant changes in tax or spending policies to reduce federal borrowing. In stark contrast, others have noted that interest rates on long-term federal debt are extremely low and have argued that such persistently low interest rates justify additional federal borrowing and investment, at least for the short and medium term. We analyze this controversy focusing on two main issues: the aging of the US population and interest rates on US government debt. It is generally understood that these factors play an important role in the projected path of the US debt-to-GDP ratio. What is less recognized is that these changes also have implications for the appropriate level of US debt. We argue that many—though not all—of the factors that may be contributing to the historically low level of interest rates imply that both federal debt and federal investment should be substantially larger than they would be otherwise. In conclusion, although significant policy changes to reduce federal budget deficits ultimately will be needed, they do not have to be implemented right away. Instead, the focus of federal budget policy over the coming decade should be to increase federal investment while enacting changes in federal spending and taxes that will reduce deficits gradually over time.
DOI: 10.3886/e113995
title: Replication data for: The Safe Assets Shortage Conundrum

description: A safe asset is a simple debt instrument that is expected to preserve its value during adverse systemic events. The supply of safe assets, private and public, has historically been concentrated in a small number of advanced economies, most prominently the United States. Over the last few decades, with minor cyclical interruptions, the supply of safe assets has not kept up with global demand. The reason is straightforward: the collective growth rate of the advanced economies that produce safe assets has been lower than the world's growth rate, which has been driven disproportionately by the high growth rate of high-saving emerging economies such as China. The signature of this growing shortage is a steady increase in the price of safe assets; equivalently, global safe interest rates must decline, as has been the case since the 1980s. The early literature, brought to light by Ben Bernanke's famous "savings glut" speech of 2005, focused on a general shortage of assets without isolating its safe asset component. The distinction, however, has become increasingly important over time, particularly in the aftermath of the subprime mortgage crisis and its sequels. We begin by describing the main facts and macroeconomic implications of safe asset shortages. Faced with such a structural conundrum, what are the likely short- to medium-term escape valves? We analyze four of them, each with its own macroeconomic and financial trade-offs.
DOI: 10.3886/e113995v1
title: Replication data for: The Safe Assets Shortage Conundrum

description: A safe asset is a simple debt instrument that is expected to preserve its value during adverse systemic events. The supply of safe assets, private and public, has historically been concentrated in a small number of advanced economies, most prominently the United States. Over the last few decades, with minor cyclical interruptions, the supply of safe assets has not kept up with global demand. The reason is straightforward: the collective growth rate of the advanced economies that produce safe assets has been lower than the world's growth rate, which has been driven disproportionately by the high growth rate of high-saving emerging economies such as China. The signature of this growing shortage is a steady increase in the price of safe assets; equivalently, global safe interest rates must decline, as has been the case since the 1980s. The early literature, brought to light by Ben Bernanke's famous "savings glut" speech of 2005, focused on a general shortage of assets without isolating its safe asset component. The distinction, however, has become increasingly important over time, particularly in the aftermath of the subprime mortgage crisis and its sequels. We begin by describing the main facts and macroeconomic implications of safe asset shortages. Faced with such a structural conundrum, what are the likely short- to medium-term escape valves? We analyze four of them, each with its own macroeconomic and financial trade-offs.
DOI: 10.3886/e113996
title: Replication data for: Dealing with Monetary Paralysis at the Zero Bound

description: Recently, the key constraint for central banks is the zero lower bound on nominal interest rates. Central banks fear that if they push short-term policy interest rates too deeply negative, there will be a massive flight into paper currency. This paper asks whether, in a world where paper currency is becoming increasingly vestigial outside small transactions (at least in the legal, tax compliant economy), there might be relatively simple ways to finesse the zero bound without affecting how most ordinary people live. Surprisingly, this question gets little attention compared to the massive number of articles that take the zero bound as given and look for out-of-the-box solutions for dealing with it. In an inversion of the old joke, it is a bit as if the economics literature has insisted on positing "assume we don't have a can opener," without considering the possibility that we might be able to devise one. It makes sense not to wait until the next financial crisis to develop plans. Fundamentally, there is no practical obstacle to paying negative (or positive) interest rates on electronic currency and, as we shall see, effective negative rate policy does not require eliminating paper currency.
DOI: 10.3886/e113996v1
title: Replication data for: Dealing with Monetary Paralysis at the Zero Bound

description: Recently, the key constraint for central banks is the zero lower bound on nominal interest rates. Central banks fear that if they push short-term policy interest rates too deeply negative, there will be a massive flight into paper currency. This paper asks whether, in a world where paper currency is becoming increasingly vestigial outside small transactions (at least in the legal, tax compliant economy), there might be relatively simple ways to finesse the zero bound without affecting how most ordinary people live. Surprisingly, this question gets little attention compared to the massive number of articles that take the zero bound as given and look for out-of-the-box solutions for dealing with it. In an inversion of the old joke, it is a bit as if the economics literature has insisted on positing "assume we don't have a can opener," without considering the possibility that we might be able to devise one. It makes sense not to wait until the next financial crisis to develop plans. Fundamentally, there is no practical obstacle to paying negative (or positive) interest rates on electronic currency and, as we shall see, effective negative rate policy does not require eliminating paper currency.
DOI: 10.3886/e113997
title: Replication data for: Is the US Public Corporation in Trouble?

description: We examine the current state of the US public corporation and how it has evolved over the last 40 years. After falling by 50 percent since its peak in 1997, the number of public corporations is now smaller than 40 years ago. These corporations are now much larger and over the last twenty years have become much older; they invest differently, as the average firm invests more in R&D than it spends on capital expenditures; and compared to the 1990s, the ratio of investment to assets is lower, especially for large firms. Public firms have record high cash holdings and, in most recent years, the average firm has more cash than long-term debt. Measuring profitability by the ratio of earnings to assets, the average firm is less profitable, but that is driven by smaller firms. Earnings of public firms have become more concentrated—the top 200 firms in profits earn as much as all public firms combined. Firms' total payouts to shareholders as a percent of earnings are at record levels. Possible explanations for the current state of the public corporation include a decrease in the net benefits of being a public company, changes in financial intermediation, technological change, globalization, and consolidation through mergers.
DOI: 10.3886/e113997v1
title: Replication data for: Is the US Public Corporation in Trouble?

description: We examine the current state of the US public corporation and how it has evolved over the last 40 years. After falling by 50 percent since its peak in 1997, the number of public corporations is now smaller than 40 years ago. These corporations are now much larger and over the last twenty years have become much older; they invest differently, as the average firm invests more in R&D than it spends on capital expenditures; and compared to the 1990s, the ratio of investment to assets is lower, especially for large firms. Public firms have record high cash holdings and, in most recent years, the average firm has more cash than long-term debt. Measuring profitability by the ratio of earnings to assets, the average firm is less profitable, but that is driven by smaller firms. Earnings of public firms have become more concentrated—the top 200 firms in profits earn as much as all public firms combined. Firms' total payouts to shareholders as a percent of earnings are at record levels. Possible explanations for the current state of the public corporation include a decrease in the net benefits of being a public company, changes in financial intermediation, technological change, globalization, and consolidation through mergers.
DOI: 10.3886/e113998v1
title: Replication data for: Experimentation at Scale

description: This paper makes the case for greater use of randomized experiments "at scale." We review various critiques of experimental program evaluation in developing countries, and discuss how experimenting at scale along three specific dimensions—the size of the sampling frame, the number of units treated, and the size of the unit of randomization—can help alleviate the concerns raised. We find that program-evaluation randomized controlled trials published over the last 15 years have typically been "small" in these senses, but also identify a number of examples—including from our own work—demonstrating that experimentation at much larger scales is both feasible and valuable.
DOI: 10.3886/e114115v1
title: Replication data for: The Effects of the Real Oil Price on Regional Wage Dispersion

description: We find that oil supply shocks decrease average real wages, particularly skilled wages, and increase wage dispersion across regions, particularly unskilled wage dispersion. In a model with spatial energy intensity differences and nontradables, labor demand shifts, while explaining the response of average wages to oil supply shocks, have counterfactual implications for the response of wage dispersion. Only an additional response in labor supply can explain this latter fact, highlighting the importance of general equilibrium effects in a spatial context. We provide additional empirical evidence of regionally directed worker reallocation and housing prices consistent with our spatial model. Finally, we show that a calibrated version of our model can quantitatively match the estimated effects of oil supply shocks.
DOI: 10.3886/e114449
title: Replication data for: The Effect of the Disability Insurance Application Decision on the Employment of Denied Applicants

description: Social Security Disability Insurance (SSDI) affects the labor supply of applicants through its work discouragement and through human capital deterioration regardless of the ultimate acceptance or denial of the claim. In this paper, I provide an estimate of the causal effect of SSDI application on denied applicants using non-applicants as a comparison group. Exploiting instrumental variable approach, I find that the SSDI causes a 36 percentage point reduction in employment of the denied applicants of ages 50 to 58 in the short run. The loss of potential employment of the denied SSDI applicants is a welfare loss to the society.