Michael C. Knaus : Citation Profile


Eberhard-Karls-Universität Tübingen (99% share)
Institute of Labor Economics (IZA) (1% share)

6

H index

5

i10 index

248

Citations

RESEARCH PRODUCTION:

7

Articles

26

Papers

1

Chapters

RESEARCH ACTIVITY:

   9 years (2016 - 2025). See details.
   Cites by year: 27
   Journals where Michael C. Knaus has often published
   Relations with other researchers
   Recent citing documents: 52.    Total self citations: 11 (4.25 %)

MORE DETAILS IN:
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   Permalink: http://citec.repec.org/pkn65
   Updated: 2026-01-17    RAS profile: 2025-08-07    
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Relations with other researchers


Works with:

Lechner, Michael (4)

Gorkun-Voevoda, Liudmila (2)

Crudu, Federico (2)

Strittmatter, Anthony (2)

Heiler, Phillip (2)

Mellace, Giovanni (2)

Authors registered in RePEc who have co-authored more than one work in the last five years with Michael C. Knaus.

Is cited by:

Lechner, Michael (51)

Cockx, Bart (15)

Goller, Daniel (15)

Jacquemet, Nicolas (13)

FOUGERE, DENIS (12)

Strittmatter, Anthony (11)

Wunsch, Conny (6)

Huber, Martin (6)

Heiler, Phillip (5)

Lodefalk, Magnus (4)

Black, Dan (4)

Cites to:

Lechner, Michael (61)

Imbens, Guido (31)

Chernozhukov, Victor (30)

Athey, Susan (21)

Strittmatter, Anthony (18)

Hansen, Christian (16)

Wooldridge, Jeffrey (11)

Smith, Jeffrey (10)

Wunsch, Conny (9)

Newey, Whitney (9)

Huber, Martin (9)

Main data


Where Michael C. Knaus has published?


Journals with more than one article published# docs
The Econometrics Journal2

Working Papers Series with more than one paper published# docs
Papers / arXiv.org8
IZA Discussion Papers / Institute of Labor Economics (IZA)7
Economics Working Paper Series / University of St. Gallen, School of Economics and Political Science6
CEPR Discussion Papers / C.E.P.R. Discussion Papers2

Recent works citing Michael C. Knaus (2025 and 2024)


YearTitle of citing document
2024DoubleML -- An Object-Oriented Implementation of Double Machine Learning in R. (2024). Chernozhukov, Victor ; Bach, Philipp ; Spindler, Martin ; Kurz, Malte S. In: Papers. RePEc:arx:papers:2103.09603.

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2025Heterogeneous Treatment Effects in Regression Discontinuity Designs. (2021). Reguly, Agoston ; 'Agoston Reguly, . In: Papers. RePEc:arx:papers:2106.11640.

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2024Heterogeneous Treatment Effect Bounds under Sample Selection with an Application to the Effects of Social Media on Political Polarization. (2024). Heiler, Phillip. In: Papers. RePEc:arx:papers:2209.04329.

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2024Optimal multi-action treatment allocation: A two-phase field experiment to boost immigrant naturalization. (2024). Ahrens, Achim ; Kurer, Selina ; Hangartner, Dominik ; Stampi-Bombelli, Alessandra. In: Papers. RePEc:arx:papers:2305.00545.

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2024Double Machine Learning for Static Panel Models with Fixed Effects. (2024). Clarke, Paul ; Polselli, Annalivia. In: Papers. RePEc:arx:papers:2312.08174.

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2025Causal Machine Learning for Moderation Effects. (2025). Lechner, Michael ; Bearth, Nora. In: Papers. RePEc:arx:papers:2401.08290.

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2024Estimating Causal Effects with Double Machine Learning -- A Method Evaluation. (2024). Berens, Philipp ; Fuhr, Jonathan ; Papies, Dominik. In: Papers. RePEc:arx:papers:2403.14385.

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2024Unveiling the Impact of Macroeconomic Policies: A Double Machine Learning Approach to Analyzing Interest Rate Effects on Financial Markets. (2024). Dodda, Suresh ; Arora, Rajeev Kumar ; Kamuni, Navin ; Kumar, Anoop. In: Papers. RePEc:arx:papers:2404.07225.

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2025Comprehensive Causal Machine Learning. (2025). Lechner, Michael ; Mareckova, Jana. In: Papers. RePEc:arx:papers:2405.10198.

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2024Double Machine Learning at Scale to Predict Causal Impact of Customer Actions. (2024). More, Sushant ; Chappidi, Sujith ; Kotwal, Priya ; Mandalapu, Dinesh ; Khawand, Chris. In: Papers. RePEc:arx:papers:2409.02332.

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2025Improving the Finite Sample Estimation of Average Treatment Effects using Double/Debiased Machine Learning with Propensity Score Calibration. (2025). Ballinari, Daniele ; Bearth, Nora. In: Papers. RePEc:arx:papers:2409.04874.

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2025Aggregation Trees. (2024). di Francesco, Riccardo. In: Papers. RePEc:arx:papers:2410.11408.

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2025The Heterogeneous Effects of Active Labour Market Policies in Switzerland. (2024). Lechner, Michael ; Mareckova, Jana ; Muny, Fabian ; Bearth, Nora ; Mascolo, Federica. In: Papers. RePEc:arx:papers:2410.23322.

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2024Educational Effects in Mathematics: Conditional Average Treatment Effect depending on the Number of Treatments. (2024). Kikuta, Shin ; Kawamura, Kengo ; Kinjo, Kensaku ; Sato, Yusuke ; Nakamura, Tomoya ; Okuda, Takayuki ; Nagai, Tomoko ; Kumano-Go, Naoto. In: Papers. RePEc:arx:papers:2411.01498.

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2024Treatment Evaluation at the Intensive and Extensive Margins. (2024). Veliyev, Bezirgen ; Heiler, Phillip ; Kaufmann, Asbjorn. In: Papers. RePEc:arx:papers:2412.11179.

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2025Exploring the heterogeneous impacts of Indonesias conditional cash transfer scheme (PKH) on maternal health care utilisation using instrumental causal forests. (2025). Kreif, Noemi ; Hidayat, Taufik ; Hatamyar, Julia ; Shah, Vishalie. In: Papers. RePEc:arx:papers:2501.12803.

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2025Evaluating Program Sequences with Double Machine Learning: An Application to Labor Market Policies. (2025). Muny, Fabian. In: Papers. RePEc:arx:papers:2506.11960.

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2025Fairness-Aware and Interpretable Policy Learning. (2025). Bearth, Nora ; Lechner, Michael ; Mareckova, Jana ; Muny, Fabian. In: Papers. RePEc:arx:papers:2509.12119.

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2024Shorter hours wanted? A systematic review of working‐time preferences and outcomes. (2024). Guimaraes, Thiago ; Antal, Miklos ; Lehmann, Benedikt ; Lukacs, Bence ; Halmos, Alexandra. In: International Labour Review. RePEc:bla:intlab:v:163:y:2024:i:1:p:25-47.

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2024Treatment-effects estimation using lasso. (2024). Liu, DI. In: Chinese Stata Conference 2024. RePEc:boc:chin24:09.

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2024Supercompliers. (2024). Pei, Zhuan. In: Economics Virtual Symposium 2024. RePEc:boc:econ24:06.

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2024AI Unboxed and Jobs: A Novel Measure and Firm-Level Evidence from Three Countries. (2024). Schroeder, Sarah ; Nordås, Hildegunn ; Monteiro, Natália ; Lodefalk, Magnus ; Görg, Holger ; Gorg, Holger ; Nordas, Hildegunn ; Pulito, Giuseppe ; Javed, Farrukh ; Engberg, Erik ; Tang, Aili ; Langkvist, Martin. In: RF Berlin - CReAM Discussion Paper Series. RePEc:crm:wpaper:2414.

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2025Understanding Energy Savings in a Crisis: The Role of Prices and Non-monetary Factors. (2025). Kucuk, Merve ; Kck, Merve ; Behr, Sophie M ; Kveker, Till. In: Discussion Papers of DIW Berlin. RePEc:diw:diwwpp:dp2112.

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2025Labour market effects of work-related continuous education in Switzerland – evidence from administrative data. (2025). Wolter, Stefan ; Denzler, Stefan ; Ruhose, Jens. In: Economics of Education Review. RePEc:eee:ecoedu:v:107:y:2025:i:c:s0272775725000639.

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2024Calibrating doubly-robust estimators with unbalanced treatment assignment. (2024). Ballinari, Daniele. In: Economics Letters. RePEc:eee:ecolet:v:241:y:2024:i:c:s0165176524003227.

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2024Using Wasserstein Generative Adversarial Networks for the design of Monte Carlo simulations. (2024). Athey, Susan ; Metzger, Jonas ; Imbens, Guido W ; Munro, Evan. In: Journal of Econometrics. RePEc:eee:econom:v:240:y:2024:i:2:s0304407621000440.

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2024Heterogeneous treatment effect bounds under sample selection with an application to the effects of social media on political polarization. (2024). Heiler, Phillip. In: Journal of Econometrics. RePEc:eee:econom:v:244:y:2024:i:1:s030440762400201x.

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2025Machine learning who to nudge: Causal vs predictive targeting in a field experiment on student financial aid renewal. (2025). Athey, Susan ; Keleher, Niall ; Spiess, Jann. In: Journal of Econometrics. RePEc:eee:econom:v:249:y:2025:i:pc:s0304407624002963.

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2025Unleashing the power of Energy Saving and Emission Reduction Fiscal Policy: Balancing urban ecological resilience and efficiency. (2025). Yang, Zixuan ; Yu, Huang. In: Energy. RePEc:eee:energy:v:327:y:2025:i:c:s0360544225021206.

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2025Behavioral spillovers. (2025). Bonev, Petyo. In: Journal of Economic Behavior & Organization. RePEc:eee:jeborg:v:229:y:2025:i:c:s0167268124004712.

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2024COVID-19 vaccination and housing payments. (2024). Zheng, YI ; Ren, HE. In: Journal of Housing Economics. RePEc:eee:jhouse:v:64:y:2024:i:c:s1051137724000111.

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2024Everybody’s got to learn sometime? A causal machine learning evaluation of training programmes for jobseekers in France. (2024). Burlat, Heloise. In: Labour Economics. RePEc:eee:labeco:v:89:y:2024:i:c:s092753712400068x.

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2024Gender differences in reservation wages: New evidence for Germany. (2024). Bonaccolto-Tpfer, Marina ; Satlukal, Sascha. In: Labour Economics. RePEc:eee:labeco:v:91:y:2024:i:c:s0927537124001453.

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2025Research on wage distortion in R&D and innovation activities —— Evidence from Chinas listed manufacturing enterprises. (2025). Zhang, Xueqing ; Lan, Dahai ; Yu, Chunrong ; Ding, Yijiu ; Li, BO. In: International Review of Economics & Finance. RePEc:eee:reveco:v:102:y:2025:i:c:s1059056025005052.

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2025Carbon risk and trade credit. (2025). Masum, Abdullah Al ; Ouni, Zeineb ; Masry, Shadin ; Ben-Nasr, Hamdi. In: International Review of Economics & Finance. RePEc:eee:reveco:v:103:y:2025:i:c:s105905602500588x.

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2025How do Chinese urban investment bonds affect its economic resilience? Evidence from double machine learning. (2025). Lucey, Brian ; Abedin, Mohammad Zoynul ; Fang, Yan ; Liu, Yinglin ; Yang, YI. In: Research in International Business and Finance. RePEc:eee:riibaf:v:74:y:2025:i:c:s027553192400521x.

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2024How does digital tax administration affect R&D manipulation? Evidence from dual machine learning. (2024). Hua, Guihong ; Pang, Silu. In: Technological Forecasting and Social Change. RePEc:eee:tefoso:v:208:y:2024:i:c:s004016252400489x.

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2024Estimating the Individual Treatment Effect with Different Treatment Group Sizes. (2024). Zhang, Xiaojun ; Song, Luyuan. In: Mathematics. RePEc:gam:jmathe:v:12:y:2024:i:8:p:1224-:d:1378514.

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2025The Impact of Carbon Emissions Trading Pilot Policies on High-Quality Agricultural Development: An Empirical Assessment Using Double Machine Learning. (2025). Lin, Kejun ; Wang, Xiaohui. In: Sustainability. RePEc:gam:jsusta:v:17:y:2025:i:5:p:1912-:d:1598392.

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2024When the Data Are Out: Measuring Behavioral Changes Following a Data Breach. (2024). Feinberg, Fred M ; Turjeman, Dana. In: Marketing Science. RePEc:inm:ormksc:v:43:y:2024:i:2:p:440-461.

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2025Estimator of What? A Note on Teaching Regressions in Introductory Econometrics. (2025). Goel, Deepti. In: IZA Discussion Papers. RePEc:iza:izadps:dp18007.

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2025Policy Learning for Many Outcomes of Interest: Combining Optimal Policy Trees with Multi-objective Bayesian Optimisation. (2025). Biddle, Nicholas ; Rehill, Patrick. In: Computational Economics. RePEc:kap:compec:v:66:y:2025:i:2:d:10.1007_s10614-024-10722-1.

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2025E-book Pricing Under the Agency Model: Lessons from the UK. (2025). Gail, Maximilian Maurice ; Klotz, Phil-Adrian. In: Journal of Industry, Competition and Trade. RePEc:kap:jincot:v:25:y:2025:i:1:d:10.1007_s10842-025-00451-y.

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2025Incentives to Vaccinate. (2025). Schneider, Florian H ; Pope, Devin ; Meier, Stephan ; Campos-Mercade, Pol ; Wengstroem, Erik. In: CEBI working paper series. RePEc:kud:kucebi:2415.

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2024The value added of machine learning to causal inference: evidence from revisited studies. (2024). Baiardi, Anna ; Naghi, Andrea A. In: The Econometrics Journal. RePEc:oup:emjrnl:v:27:y:2024:i:2:p:213-234..

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2024Using machine learning to identify spatial market segments. A reproducible study of major Spanish markets. (2024). Arbus, Pelayo ; Lpez, Fernando A ; Rey-Blanco, David. In: Environment and Planning B. RePEc:sae:envirb:v:51:y:2024:i:1:p:89-108.

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2024Multiple Treatment Modeling for Target Marketing Campaigns: A Large-Scale Benchmark Study. (2024). Gubela, Robin M ; Lessmann, Stefan ; Stcker, Bjrn. In: Information Systems Frontiers. RePEc:spr:infosf:v:26:y:2024:i:3:d:10.1007_s10796-022-10283-4.

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2024How Differently Do Farms Respond to Agri-environmental Policies? A Probabilistic Machine-Learning Approach. (2024). Esposti, Roberto ; Coderoni, Silvia ; Varacca, Alessandro. In: Land Economics. RePEc:uwp:landec:v:100:y:2024:i:2:p:370-397.

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2024The infant health effects of doulas: Leveraging big data and machine learning to inform cost‐effective targeting. (2024). Lovejoy, Susan ; Tsui, Fuchiang ; Peet, Evan D ; Schultz, Dana. In: Health Economics. RePEc:wly:hlthec:v:33:y:2024:i:6:p:1387-1411.

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2024Optimal multi‐action treatment allocation: A two‐phase field experiment to boost immigrant naturalization. (2024). Ahrens, Achim ; Stampibombelli, Alessandra ; Kurer, Selina ; Hangartner, Dominik. In: Journal of Applied Econometrics. RePEc:wly:japmet:v:39:y:2024:i:7:p:1379-1395.

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2024The effect of plough agriculture on gender roles: A machine learning approach. (2024). Baiardi, Anna ; Naghi, Andrea A. In: Journal of Applied Econometrics. RePEc:wly:japmet:v:39:y:2024:i:7:p:1396-1402.

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2025Estimator of What? A Note on Teaching Regressions in Introductory Econometrics. (2025). Goel, Deepti. In: GLO Discussion Paper Series. RePEc:zbw:glodps:1646.

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Works by Michael C. Knaus:


YearTitleTypeCited
2018Heterogeneous Employment Effects of Job Search Programmes: A Machine Learning Approach In: Papers.
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paper59
2017Heterogeneous Employment Effects of Job Search Programmes: A Machine Learning Approach.(2017) In: CEPR Discussion Papers.
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This paper has nother version. Agregated cites: 59
paper
2017Heterogeneous Employment Effects of Job Search Programmes: A Machine Learning Approach.(2017) In: IZA Discussion Papers.
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This paper has nother version. Agregated cites: 59
paper
2017Heterogeneous Employment Effects of Job Search Programmes: A Machine Learning Approach.(2017) In: Economics Working Paper Series.
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This paper has nother version. Agregated cites: 59
paper
2022Heterogeneous Employment Effects of Job Search Programs: A Machine Learning Approach.(2022) In: Journal of Human Resources.
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This paper has nother version. Agregated cites: 59
article
2019A Double Machine Learning Approach to Estimate the Effects of Musical Practice on Students Skills In: Papers.
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paper16
2021A double machine learning approach to estimate the effects of musical practice on student’s skills.(2021) In: Journal of the Royal Statistical Society Series A.
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This paper has nother version. Agregated cites: 16
article
2018A Double Machine Learning Approach to Estimate the Effects of Musical Practice on Students Skills.(2018) In: IZA Discussion Papers.
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This paper has nother version. Agregated cites: 16
paper
2018Machine Learning Estimation of Heterogeneous Causal Effects: Empirical Monte Carlo Evidence In: Papers.
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paper89
2018Machine Learning Estimation of Heterogeneous Causal Effects: Empirical Monte Carlo Evidence.(2018) In: CEPR Discussion Papers.
[Full Text][Citation analysis]
This paper has nother version. Agregated cites: 89
paper
2018Machine Learning Estimation of Heterogeneous Causal Effects: Empirical Monte Carlo Evidence.(2018) In: IZA Discussion Papers.
[Full Text][Citation analysis]
This paper has nother version. Agregated cites: 89
paper
2021Machine learning estimation of heterogeneous causal effects: Empirical Monte Carlo evidence.(2021) In: The Econometrics Journal.
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This paper has nother version. Agregated cites: 89
article
2018Machine Learning Estimation of Heterogeneous Causal Effects: Empirical Monte Carlo Evidence.(2018) In: Economics Working Paper Series.
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This paper has nother version. Agregated cites: 89
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2022Double Machine Learning based Program Evaluation under Unconfoundedness In: Papers.
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paper55
2020Double Machine Learning Based Program Evaluation under Unconfoundedness.(2020) In: IZA Discussion Papers.
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This paper has nother version. Agregated cites: 55
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2022Double machine learning-based programme evaluation under unconfoundedness.(2022) In: The Econometrics Journal.
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This paper has nother version. Agregated cites: 55
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2020Double Machine Learning based Program Evaluation under Unconfoundedness.(2020) In: Economics Working Paper Series.
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This paper has nother version. Agregated cites: 55
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2023Effect or Treatment Heterogeneity? Policy Evaluation with Aggregated and Disaggregated Treatments In: Papers.
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2022Effect or Treatment Heterogeneity? Policy Evaluation with Aggregated and Disaggregated Treatments.(2022) In: IZA Discussion Papers.
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This paper has nother version. Agregated cites: 3
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2022On the Role of the Zero Conditional Mean Assumption for Causal Inference in Linear Models In: Papers.
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2024Treatment Effect Estimators as Weighted Outcomes In: Papers.
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2025Heterogeneity Analysis with Heterogeneous Treatments In: Papers.
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2019WORK HOUR MISMATCH AND JOB MOBILITY: ADJUSTMENT CHANNELS AND RESOLUTION RATES In: Economic Inquiry.
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2016Work Hour Mismatch and Job Mobility: Adjustment Channels and Resolution Rates.(2016) In: SOEPpapers on Multidisciplinary Panel Data Research.
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This paper has nother version. Agregated cites: 12
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2016Work Hour Mismatch and Job Mobility: Adjustment Channels and Resolution Rates.(2016) In: IZA Discussion Papers.
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This paper has nother version. Agregated cites: 12
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2020For better or worse? – The effects of physical education on child development In: Labour Economics.
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article7
2018For Better or Worse? The Effects of Physical Education on Child Development.(2018) In: IZA Discussion Papers.
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This paper has nother version. Agregated cites: 7
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2018For better or worse? – The Effects of Physical Education on Child Development.(2018) In: Economics Working Paper Series.
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This paper has nother version. Agregated cites: 7
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2021Predicting match outcomes in football by an Ordered Forest estimator In: Chapters.
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2018Predicting Match Outcomes in Football by an Ordered Forest Estimator.(2018) In: Economics Working Paper Series.
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This paper has nother version. Agregated cites: 3
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2022What does OLS identify under the zero conditional mean assumption? In: Discussion Papers on Economics.
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2024How Does Post-Earnings Announcement Sentiment Affect Firms’ Dynamics? New Evidence from Causal Machine Learning In: Journal of Financial Econometrics.
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2022The effect of environmental policies on environmental behaviors and intrinsic motivation: evidence from the European Union In: Economics Working Paper Series.
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2022The Effect of Environmental Policies on Intrinsic Motivation: Evidence from the Eurobarometer Surveys In: VfS Annual Conference 2022 (Basel): Big Data in Economics.
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