avatar

Carlo Birkholz

Ph.D. Student
ZEW & University of Mannheim
carlo.birkholz (at) zew.de


About Me

I am a researcher at the Department of Public Finance and Corporate Taxation at the ZEW - Leibniz Centre for European Economic Research in Mannheim, Germany, and a 4th year Ph.D. student at the University of Mannheim. I am also an external affiliate of the Norwegian Centre for Taxation (NoCeT).

My general research interests are in the fields of Development Economics, Political Economy, and Public Finance. In particular, I enjoy bringing together innovative data sources such as satellite imagery, household electricity consumption from smart meters, or web-scraped data, with machine learning techniques like random forests and large language models to answer economic questions otherwise difficult to study.



News

Publications

  1. with Zareh Asatryan, Thushyanthan Baskaran & Patrick Hufschmidt
    Economica
    Abstract
    We study the spatial economic effects of mineral resource activity. Using geocoded data on mine openings and closures in Africa, we show that mining regions experience local booms while a mine is in operation. We then explore how mineral resources affect non-mining regions. Non-mining regions might be affected by mining activity due to deliberate government policies (e. g., regional redistribution) or due to various inadvertent country-level macroeconomic adjustments (e. g., Dutch Disease - type effects or decline in institutional quality). Our results suggest that mineral resources have heterogeneous effects on non-mining regions. Politically important regions such as capitals and leaders’ birth regions benefit economically while generic non-mining regions are, in general, worse off from mineral resource activity. Exploring mechanisms, we find that these spatial patterns emerge both due to deliberate government policies as well as Dutch-Disease-style macroeconomic adjustments that harm regions specializing in sectors other than mining.

  2. with David Gomtsyan
    Journal of Comparative Economics 51(1): 90-104 (2023)
    Abstract
    Ramadan has attracted negative publicity and criticism in Western countries with large Muslim immigrant populations. Are these attitudes justified? Does the behavior of Muslim immigrants negatively affect host populations during this period? This paper investigates one important dimension of immigrant behavior that is a source of concern: criminal activity. Using the universe of criminal offenses registered by the Swiss police authorities, the paper documents that during Ramadan, crimes committed by Muslim migrants decline by 11%. The mechanism behind this reduction most consistent with the empirical results, is one of changes in beliefs and values of immigrants. Other explanations, such as time spent on community events and declining physical ability play only a minor role.

Working Papers

  1. Abstract
    Can developing countries benefit from exporting opportunities in the growing sector of tradable services, given the near free information flow via the internet and wage differentials relative to developed countries? Focusing on the software development industry, we analyse data from 2.55 million software projects across 5,400 locations, and estimate an economic geography model in which locations trade tasks. The results reveal three factors limiting exports: (i) significant productivity differences within and between countries; (ii) a notable decline in trade volumes with distance; (iii) sorting patterns among software developers that are suggestive of brain drain.

  2. with Zareh Asatryan, Thushyanthan Baskaran & David Gomtsyan
    CESifo Working Paper No. 9797
    Abstract
    We study the economic implications of regional favoritism, a form of distributive politics that redistributes resources geographically within countries. Using enterprise surveys from low- and middle-income countries, we document that firms located close to leaders’ birthplaces grow substantially in sales and employment after leaders assume office. Firms in favored areas also experience increases in sales per worker, wages, and measured total factor productivity. These effects are short-lived, and operate through rising (public) demand for the non-tradable sector. We calibrate a simple structural model of resource misallocation on our estimates. This exercise implies that favoritism reduces output by 0.5% annually.

  3. with Zareh Asatryan, Thushyanthan Baskaran & Patrick Hufschmidt
    Ruhr Economic Papers No. 1029
    Abstract
    In this paper, we study the extent to which ministers engage in regional favoritism. We are the first to provide a comprehensive analysis of a larger set of the governing elite, not just focusing on the primary leader. We manually collect birthplaces of this governing elite globally. Combining this information with extended nighttime luminosity and novel population data over the period from 1992 to 2016, we utilize a staggered difference-in-differences estimator and find that birthplaces of ministers globally emit on average roughly 9 % more nightlight. This result is predominantly attributable to the African sub-sample. We find no evidence that the measured effect is driven by, or induces, migration to the home regions of ministers. The size of our data set lets us investigate heterogeneities along a number of dimensions: political power, ministerial portfolio, and the institutional setting.

Work in progress

Policy Work

  1. with Friedrich Heinemann & Zareh Asatryan
    German Federal Ministry of Finance
    Project description
    In the Multiannual Financial Framework (MFF) 2021-2027, about 30 percent of all EU budgetary resources are allocated to cohesion. Additional amounts are made available to the European budget by Next Generation EU (NGEU) through REACT EU. The central goal of EU cohesion policy remains regional convergence. However, despite the substantial use of funds, convergence success is not assured. While there have been successes in East-West convergence, North-South divergence persists stubbornly. Against the background of these developments and methodological advances in the evaluation of EU regional policy, this project addresses, among others, the following questions: How is the "European added value" of an EU regional policy programme to be conceptually defined? How should the design and effectiveness of central rules of EU cohesion policy be assessed? What adjustments to the regional policy toolbox are necessary in terms of scope, instruments and rules?

    Project output:
    with Friedrich Heinemann, Zareh Asatryan, Julia Bachtrögler-Unger, Franceso Corti, Maximilian von Ehrlich, Ugo Fratesi, Clemens Fuest, Valentin Lang & Martin Weber
    ZEW Discussion Paper No. 24-034 // 2024
    Abstract
    By international comparison as well as compared to other EU policies, the EU‘s Cohesion Policy (CP) evaluation system is far developed and institutionalized. This paper analyses the remaining gaps and shortcomings in the CP evaluation system against principles established by the OECD and others and provides recommendations on how to further improve it. The presence of a broad and imprecise CP objective function emerges as a key challenge for evaluations. The evaluation culture is not equally developed among all Member States and regions. In quite some cases, an unfavorable equilibrium is found which is characterized by limited evaluation capacities, poor methods, and a formalistic approach to evaluations. Programme evaluations in the Member States are usually commissioned by national or regional managing authorities who have a vested interest in promoting the success of their programmes. Evaluations are carried out by evaluators who are functionally independent, but often lack factual independence. There is also limited international competition in the market for evaluations commissioned by national or regional authorities. Evaluation methods applied in CP programme evaluations mostly lag behind academic advancements and evaluation reports often do not transparently describe their methodological limitations. As the EU body responsible for implementing CP across all 27 Member States, the Commission may also have an overly optimistic perspective on CP. Finally, there is little evidence that evaluation findings are used for decision-making processes, funding allocation and the design of programmes. The paper offers a number of recommendations how to advance the evaluation system: (1) Reorient CP reforms towards a more focused set of objectives; (2) Specify evaluation obligations more precisely in the Common Provision Regulation and set out a ‘charter for evaluators’; (3) Introduce an ‘evaluate first’ requirement when preparing or updating programmes; (4) Promote the use of counterfactual methods; (5) Explicitly link funding decisions at programme and policy level to evaluation results; (6) Implement measures to stimulate a European market for CP evaluations; and (7) establish a standing European Advisory Panel on CP evaluation to foster independent third-party reviews.

    with Zareh Asatryan and Friedrich Heinemann
    ZEW Discussion Paper No. 24-037 // 2024
    R&R @ ITAX
    Abstract
    Independent and high-quality evaluations of government policies are an important input for designing evidence-based policy. Lack of incentives and institutions to write such evaluations, on the other hand, carry the risk of turning the system into a costly beauty contest. We study one of the most advanced markets of policy evaluations in the world, the evaluations of EU Cohesion Policies by its Member States (MS). We use large language models quantify the findings of about 2,300 evaluations, and complement this data with our own survey of the authors. We show that the findings of evaluations are inconsistent with those of the academic literature on the output impacts of Cohesion Policy. Using further variation across MS, our analysis suggests that the market of evaluations is rather oligopolistic within MS, that it is very fragmented across the EU, and that there is often a strong involvement of managing authorities in the work of formally independent evaluators. These factors contribute to making the findings of the evaluations overly optimistic (beautiful) risking their overall usefulness (evidence-based policy). We conclude by discussing reform options to make the evaluations of EU Cohesion Policies more unbiased and effective.

  2. with Friedrich Heinemann
    supported by the Strube Foundation
    Project description
    The Corona pandemic continues to have a major impact on social and economic activities in Europe at the end of 2021. Measures against the spread of the virus, such as lockdowns and short-time work, pose challenges to public finances in many countries due to the interplay of reduced tax revenues and higher government spending. To provide European countries with liquidity, the European Central Bank has therefore been buying government bonds in enormous volumes since 12 March 2020 as part of the specially launched Pandemic Emergency Purchase Programme (PEPP). The ceiling of 750 billion euros envisaged at the beginning has long been exceeded and since has been raised twice, to now 1,850 billion euros. With this order of magnitude, the PEPP occupies a firm place in terms of importance alongside the Public Sector Purchase Program, the ECB's other extensive bond-buying programme. Since the ECB reserves the right under the PEPP to deviate from the ECB capital key when distributing bond purchases among the euro states, the already existing question about the significance of the ECB for public debt financing in the euro area is intensified. Against this background, the aim of this research project is to present the development of bond purchases within the PEPP and PSPP, to trace the significance for individual euro countries and to analyse correlations with the ECB capital key and other parameters. The results are central to an assessment of the role of the ECB in the sovereign debt financing of European countries, as well as the long-term functioning and cohesion in the EU.

    Project output:
    Magnitudes and Capital Key Divergence of the Eurosystem’s PSPP/PEPP Purchases