School of Economics

Featured Publications

2024

Journal of Applied EconometricsBeferroni-type tests for return predictability with possibly trending predictors

Journal of Applied Econometrics (2024)

School’s authors: David Harvey and Steve Leybourne

The Bonferroni Q test is widely used in empirical studies investigating predictability in asset returns by strongly persistent and endogenous predictors. Its formulation, however, only allows for a constant mean in the predictor, seemingly at odds with many of the predictors used in practice.

We establish the asymptotic size and local power properties of the Q test, and the corresponding Bonferroni t-test, under a local-to-zero specification for a linear trend in the predictor, revealing that size and power depend on the magnitude of the trend for both. To rectify this, we develop with-trend variants of the operational Bonferroni Q and t tests. However, where a trend is not present in the predictor, we show that these tests lose (both finite sample and asymptotic local) power relative to the extant constant-only versions of the tests. In practice, uncertainty will necessarily exist over whether a linear trend is genuinely present in the predictor or not. To deal with this, we also develop hybrid tests based on union-of-rejections and switching mechanisms to capitalise on the relative power advantages of the constant-only tests when a trend is absent (or very weak) and the with-trend tests otherwise.

A further extension allows the use of a conventional t-test where the predictor appears to be weakly persistent. We show that, overall, our recommended hybrid test can offer excellent size and power properties regardless of whether or not a linear trend is present in the predictor, or the predictor's degrees of persistence and endogeneity. An empirical application illustrates the practical relevance of our new approach.

 

Review of Economic StudiesAttention utility: Evidence from individual investors

Review of Economic Studies (forthcoming)

School’s author: John Gathergood

We study attention utility, the hedonic pleasure or pain derived purely from paying attention to information, which differs from the news utility that arises from gaining new information. The main, field, study examines brokerage account login data to show that investors pay disproportionate attention to already-known positive information on their stocks. Through its effect on logins, this selective attention affects their trading activity.

Three experimental studies then show that (1) investors are more likely to engage in a paid task that will involve attention to a prior investment if that investment has gained value; (2) paying attention to a winning stock is more motivating than a doubling of monetary incentives; and that (3) attention has value independent of information acquisition.

 

The Review of Economics and StatisticsDesign of partial population experiments with an application to spillovers in tax compliance

Review of Economics and Statistics (forthcoming)

School’s author: Guillermo Cruces

We develop a framework to analyze partial population experiments, a generalization of the cluster experimental design where clusters are assigned to different treatment intensities. Our framework allows for heterogeneity in cluster sizes and outcome distributions.

We study the large-sample behavior of OLS estimators and cluster-robust variance estimators and show that (i) ignoring cluster heterogeneity may result in severely underpowered experiments and (ii) the cluster-robust variance estimator may be upward-biased when clusters are heterogeneous. We derive formulas for power, minimum detectable effects, and optimal cluster assignment probabilities.

All our results apply to cluster experiments, a particular case of our framework. We set up a potential outcomes framework to interpret the OLS estimands as causal effects. We implement our methods in a large-scale experiment to estimate the direct and spillover effects of a communication campaign on property tax compliance. We find an increase intax compliance among individuals directly targeted with our mailing, as well as compliance spillovers on untreated individuals in clusters with a high proportion of treated taxpayers.

 

Journal of Political Economy MicroeconomicsAt the top of the mind: Peak prices and the disposition effect

Journal of Political Economy Microeconomics (forthcoming)

School’s author: John Gathergood

The disposition effect is the reluctance to sell assets at a loss relative to a salient point of reference, typically assumed to be the purchase price. Using data on stocks and housing sales, we show that the peak price achieved by an asset during the investor's period of holding constitutes an additional salient reference point for asset owners that overlaps, and interacts, with the purchase price reference point. Peaks occurring before the investor purchased the asset do not aaect future sales, indicating that ownership affects how investors form reference points.

 

RAND. Journal of EconomicsPrice setting on a network

RAND. Journal of Economics (forthcoming)

School’s author: Toomas Hinnosaar

I study price setting within a network of interconnected monopolists. Some firms possess stronger commitment or bargaining power than others, enabling them to influence the pricing decisions of other firms. While it is well-understood that multiple marginalization reduces both total profits and social welfare, I show that strategic interactions within the network exacerbate the marginalization problem. Individual profits are proportional to a new measure of network centrality, defined by the equilibrium characterization. The results underscore the importance of network structure in policy considerations, such as mergers or trade policies.

 

Journal of Business and Economic StatisticsTesting for equal average forecast accuracy in possibly unstable environments

Journal of Business and Economic Statistics (2024)

School’s authors: David Harvey, Steve Leybourne and Yang Zu

We consider the issue of testing the null of equal average forecast accuracy in a model where the forecast error loss differential series has a potentially nonconstant mean function over time. We show that when time variation is present in the loss differential mean, the standard Diebold and Mariano test, which was proposed for evaluating forecasts in a stable environment, has an asymptotic size of zero, and, whilst consistent, can have reduced local power. This arises due to inconsistent estimation of the implicit long run variance estimator, which diverges under a time varying mean.

We suggest a modified statistic that replaces the standard long run variance estimator based on full-sample demeaning of the loss differential series with one based on nonparametric local demeaning. The new long run variance estimator is consistent under both the null and alternative when the mean function is time varying or constant, and in both cases, the modified test recovers the asymptotic size and power properties associated with the original test in the constant mean case. The modified test therefore provides a robust method for testing the equal average forecast accuracy null, allowing for instability in the loss differential mean. The benefits of our test are demonstrated via Monte Carlo simulation and two empirical applications.

 

Journal of Public EconomicsIncome shocks, political support and voting behaviour

Journal of Public Economics (2024)

School’s author: Richard Upward

We provide new evidence on the effects of economic shocks on political support, voting behaviour and political opinions over the last 25 years in the UK. We exploit a sudden, large and long-lasting shock in the form of job loss and trace out its impact on individual political outcomes for up to 10 years after the event. The availability of detailed information on individuals before and after the job loss event allows us to reweight a comparison group to closely mimic the job losers in terms of their observable characteristics, pre-existing political support and voting behaviour.

We find consistent and long-lasting effects on support and votes for the incumbent party, and shorter-lived effects on political engagement. We find limited impact on the support for fringe or populist parties. In the context of Brexit, opposition to the EU was much higher amongst those who lost their jobs, but this was largely due to pre-existing differences which were not exacerbated by the job loss event itself.

 

Journal of International EconomicsAn import(ant) price of Brexit uncertainty

Journal of International Economics (2024)

School’s author: Alejandro Graziano

We estimate the impact of trade policy uncertainty (TPU) on CES import price indices, focusing on the implications of Britain’s exit from the European Union (Brexit). Our analysis reveals that a higher probability of Brexit increases U.K. import price indices by raising the prices of existing products and reducing product variety from the E.U. We find evidence that the risk of higher import protection from the 2016 referendum increased current import price indices by 11 log points. This amounted to a 2 log point increase in manufactured goods prices and a 0.6 log point decrease in consumers’ real income.

 

European Economic ReviewUsing double-debiased machine learning to estimate the impact of COVID-19 vaccination on mortality and staff absences in elderly care homes

European Economic Review (2024)

School’s author: Sourafel Girma

Machine learning approaches provide an alternative to traditional fixed effects estimators in causal inference. In particular, double-debiased machine learning (DDML) can control for confounders without making subjective judgements about appropriate functional forms. In this paper, we use DDML to examine the impact of differential Covid-19 vaccination rates on care home mortality and other outcomes.

Our approach accommodates fixed effects to account for unobserved heterogeneity. In contrast to standard fixed effects estimates, the DDML results provide some evidence that higher vaccination take-up amongst residents, but not staff, reduced Covid mortality in elderly care homes. However, this effect was relatively small, is not robust to alternative measures of mortality and was restricted to the initial vaccination roll-out period.

 

Journal of International EconomicsSpatial equilibria: The case of two regions

Journal of International Economics (2024)

School’s author: Andres Rodriguez Clare

In this paper we characterize the set of equilibria in a generalized version of the canonical two-region economic geography model that nests the class of models in Allen and Arkolakis (2014) as well as Krugman (1991) and features an input–output loop.

We provide sufficient conditions for uniqueness of equilibria that — in contrast to the well-know result in Allen and Arkolakis (2014) — allow for positive agglomeration externalities, which concentrate economic activity, even in the absence of congestion effects, which disperse it, and highlight the key role played by three additional parameters: the trade elasticity, which regulates the strength of the dispersion force associated with the decline in the terms of trade caused by migration into a region; trade costs, which weaken this dispersion force by limiting trade across regions; and the importance of the agricultural sector, which pushes against agglomeration forces in manufacturing.

 

Journal of International EconomicsThe small open economy in a generalised gravity model

Journal of International Economics (2024)

School’s author: Andres Rodriguez Clare

To provide sharp answers to basic questions in international trade, a standard approach is to focus on a small open economy (SOE). Whereas the classic tradition is to define a SOE as an economy that takes world prices as given, in the new trade literature it is defined instead as one that takes foreign-good prices and export demand schedules as given.

We develop a gravity model that nests all its standard microfoundations and show how to take the limit so that an economy that becomes infinitesimally small behaves like a SOE. We then derive comparative statics and optimal policy for the SOE. Ignoring standard tax indeterminacies, optimal policy is characterized by export taxes and import tariffs equal to the (inverse) foreign demand and supply elasticities, respectively, and employment subsidies determined by the scale elasticity (under perfect competition) or markups (under monopolistic competition).

 

Journal of Political EconomyThe textbook case for industrial policy: Theory meets data

Journal of Political Economy (2024)

School’s author: Andres Rodriguez Clare

The textbook case for industrial policy is well understood. If some sectors are subject to external economies of scale, whereas others are not, a government should subsidize the first group of sectors at the expense of the second. Little is known, however, about the magnitude of the welfare gains from such policy interventions. In this paper we develop an empirical strategy that leverages commonly available trade data and existing estimates of sector-level trade elasticities to estimate sector-level economies of scale and, in turn, to quantify the gains from optimal industrial policy in a general-equilibrium environment.

Our results point towards significant economies of scale across manufacturing sectors, but gains from industrial policy that are hardly transformative, even among the most open economies. for discussions, to Tishara Garg, Daniel Haanwinckel and Walker Ray for outstanding research assistance, and to many seminar and conference participants for comments. Costinot and Donaldson thank the NSF (grant 1559015) for financial support.

 

Journal of International Money and FinanceInspecting cross-border macro-financial mechanisms

Journal of International Money and Finance (2024)

School’s author: Margarita Rubio

 We model structural time-varying macro-financial linkages between the U.S. and euro area using a large dataset for each region. We extract both real and financial cycles and identify shocks, using a factor model with drifting parameters. To interpret the mechanisms that drive the empirical results, we contextualize our estimates using a two-country financial accelerator model. Our evidence speaks clearly of an asymmetric cross-border transmission between U.S. and euro area, especially in the financial domain. This is confirmed by our theoretical complement, which shows a strong transmission of U.S. TFP shocks. Moreover, the U.S. is a more leveraged economy, which accentuates the financial accelerator effect.

 

 

European Economic ReviewSocial norms: Enforcement, breakdown and polarisation

European Economic Review (2024)

School’s author: Simon Gaechter

The collection of scientific contributions in this special issue explores the role of social norms in guiding collective behavior and the complexities of enforcing these norms in polarized contexts. It examines how norms, while fostering social cohesion, can also contribute to societal divisions, especially in politically charged environments.

The included studies highlight three key areas: the enforcement of norms through mechanisms such as information dissemination and leadership; the breakdown of norms in polarized societies, where political affiliations and trust erosion can exacerbate discrimination; and the polarization of norms across political and generational divides, which can hinder collective action and deepen societal fragmentation. Together, these contributions provide valuable insights into how norms are maintained, challenged, or eroded in diverse settings, offering guidance for strengthening social cohesion in the face of contemporary global challenges.

 

The Review of Economics and StatisticsInternational trade liberalisation and domestic institutional reform: Effects of WTO accession on Chinese internal migration policy

Review of Economics and Statistics (2024)

School’s author: Yuan Tian

Economic institutions that impede factor mobility become more costly when an economy experiences substantial transitions such as trade liberalization. I study how trade triggers changes in labor institutions that regulate internal migration in the context of China’s Hukou system. Using a newly collected dataset on prefecture-level migration policies, I document an increase in promigrant regulations following WTO entry and estimate the impact of prefecture-level tariffs on exports on migration regulations from 2001 to 2007. I find that regions facing more export market liberalization enacted more migrant-friendly regulations.

 

European Economic ReviewThe role of payoff parameters for cooperation in the one-shot Prisoner’s Dilemma

School’s authors: Simon Gaecher and Martin Sefton

European Economic Review (2024)

The Prisoner's Dilemma is arguably the most important model of social dilemmas, but our knowledge about how its material payoff structure affects cooperation is incomplete. We investigate the effect of variation in material payoffs on cooperation in one-shot Prisoner's Dilemma games. We report results from three experiments (N = 1,993): in a preliminary experiment, we vary the payoffs over a large range. In our first main experiment (Study 1), we present a novel design that varies payoffs orthogonally in a within-subjects design. Our second main experiment, Study 2, investigates the orthogonal variation of payoffs in a between-subjects design. In a complementary analysis we also study the closely related payoff indices of normalized loss and gain, and the K-index. A robust finding of our experiments is that cooperation increases with the gains of mutual cooperation over mutual defection.

 

Review of Financial StudiesThe coholding puzzle: New evidence from transaction-level data

School’s author: John Gathergood

Review of Financial Studies (2024)

Why do individuals pay debt interest when they could use their savings to pay down the debt? We explore why individuals “cohold” debt and savings using detailed and highly disaggregated daily-level data on household finances. We find that coholding mostly occurs in short spells within the month and the level of coholding is typically modest. Periods of coholding are not associated with shocks at the individual level. We show that mental accounting has a role to play in explaining coholding, in particular how individuals allocate different categories of expenditure to accounts in credit and debit.

 

Journal of Applied EconometricsTesting for equal forecast accuracy under heteroskedasticity

School’s authors: David Harvey, Steve Leybourne and Yang Zu

Journal of Applied Econometrics (2024)

Heteroskedasticity is a common feature in empirical time series analysis, and in this paper, we consider the effects of heteroskedasticity on statistical tests for equal forecast accuracy. In such a context, we propose two new Diebold–Mariano-type tests for equal accuracy that employ nonparametric estimation of the loss differential variance function. We demonstrate that these tests have the potential to achieve power improvements relative to the original Diebold–Mariano test in the presence of heteroskedasticity, for a quite general class of loss differential series. The size validity and potential power superiority of our new tests are studied theoretically and in Monte Carlo simulations. We apply our new tests to competing forecasts of changes in the dollar/sterling exchange rate and find the new tests provide greater evidence of differences in forecast accuracy than the original Diebold–Mariano test, illustrating the value of these new procedures for practitioners.

 

Management ScienceInvestor logins and the disposition effect

School’s author: John Gathergood

Management Science (2024)

Using data from an online brokerage, we examine the role of investor logins in trading behavior. We find that a new reference point is created when an investor logs in and views the investor’s portfolio. We observe this as a disposition effect on returns since last login in addition to the traditional disposition effect on returns since purchase. Further, these reference points produce a strong interaction such that even a small loss since last login nullifies the positive effect of a gain since purchase. This interaction follows if investors select the higher, more aspirational price as a reference point.

 

Macroprudential policies and Brexit: A welfare analysis

School’s author: Margarita Rubio

Economic Inquiry (2024)

Brexit will have implications on financial stability and the implementation of macroprudential policies. The United Kingdom (UK) will no longer be subject to the jurisdiction of the European Systemic Risk Board. This paper studies the welfare implications of this change of regime. By means of a dynamic stochastic general equilibrium model, I compare the pre-Brexit scenario with the new one, in which the UK sets macroprudential policy independently. I find that, after Brexit, the UK is better off by setting its own macroprudential policy without taking into account Europe's welfare as a whole.

 

 

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