Details about Michael C. Knaus

Access statistics for papers by Michael C. Knaus.

Last updated 2024-12-08. Update your information in the RePEc Author Service.

Short-id: pkn65

Working Papers

2024

1. Treatment Effect Estimators as Weighted Outcomes
   Papers, arXiv.org

2023

2. Effect or Treatment Heterogeneity? Policy Evaluation with Aggregated and Disaggregated Treatments
   Papers, arXiv.org View citations (2)
   Also in IZA Discussion Papers, Institute of Labor Economics (IZA) (2022) View citations (2)

2022

3. Double Machine Learning based Program Evaluation under Unconfoundedness
   Papers, arXiv.org View citations (37)
   Also in Economics Working Paper Series, University of St. Gallen, School of Economics and Political Science (2020) View citations (21)
   IZA Discussion Papers, Institute of Labor Economics (IZA) (2020) View citations (21)
   See also Journal Article Double machine learning-based programme evaluation under unconfoundedness, The Econometrics Journal, Royal Economic Society (2022) View citations (28) (2022)
4. On the Role of the Zero Conditional Mean Assumption for Causal Inference in Linear Models
   Papers, arXiv.org View citations (1)
5. The Effect of Environmental Policies on Intrinsic Motivation: Evidence from the Eurobarometer Surveys
   VfS Annual Conference 2022 (Basel): Big Data in Economics, Verein für Socialpolitik / German Economic Association
6. The effect of environmental policies on environmental behaviors and intrinsic motivation: evidence from the European Union
   Economics Working Paper Series, University of St. Gallen, School of Economics and Political Science
7. What does OLS identify under the zero conditional mean assumption?
   Discussion Papers on Economics, University of Southern Denmark, Department of Economics

2019

8. A Double Machine Learning Approach to Estimate the Effects of Musical Practice on Student's Skills
   Papers, arXiv.org
   Also in IZA Discussion Papers, Institute of Labor Economics (IZA) (2018) View citations (8)
   See also Journal Article A double machine learning approach to estimate the effects of musical practice on student’s skills, Journal of the Royal Statistical Society Series A, Royal Statistical Society (2021) View citations (8) (2021)

2018

9. For Better or Worse? The Effects of Physical Education on Child Development
   IZA Discussion Papers, Institute of Labor Economics (IZA) View citations (4)
   Also in Economics Working Paper Series, University of St. Gallen, School of Economics and Political Science (2018) View citations (4)
   See also Journal Article For better or worse? – The effects of physical education on child development, Labour Economics, Elsevier (2020) View citations (3) (2020)
10. Heterogeneous Employment Effects of Job Search Programmes: A Machine Learning Approach
    Papers, arXiv.org View citations (6)
    Also in IZA Discussion Papers, Institute of Labor Economics (IZA) (2017) View citations (43)
    Economics Working Paper Series, University of St. Gallen, School of Economics and Political Science (2017) View citations (36)
    CEPR Discussion Papers, C.E.P.R. Discussion Papers (2017) View citations (33)
    See also Journal Article Heterogeneous Employment Effects of Job Search Programs: A Machine Learning Approach, Journal of Human Resources, University of Wisconsin Press (2022) View citations (14) (2022)
11. Machine Learning Estimation of Heterogeneous Causal Effects: Empirical Monte Carlo Evidence
    Papers, arXiv.org View citations (33)
    Also in CEPR Discussion Papers, C.E.P.R. Discussion Papers (2018) View citations (43)
    Economics Working Paper Series, University of St. Gallen, School of Economics and Political Science (2018) View citations (30)
    IZA Discussion Papers, Institute of Labor Economics (IZA) (2018) View citations (30)
    See also Journal Article Machine learning estimation of heterogeneous causal effects: Empirical Monte Carlo evidence, The Econometrics Journal, Royal Economic Society (2021) View citations (48) (2021)
12. Predicting Match Outcomes in Football by an Ordered Forest Estimator
    Economics Working Paper Series, University of St. Gallen, School of Economics and Political Science View citations (3)
    See also Chapter Predicting match outcomes in football by an Ordered Forest estimator, Chapters, Edward Elgar Publishing (2021) (2021)

2016

13. Work Hour Mismatch and Job Mobility: Adjustment Channels and Resolution Rates
    IZA Discussion Papers, Institute of Labor Economics (IZA) View citations (3)
    Also in SOEPpapers on Multidisciplinary Panel Data Research, DIW Berlin, The German Socio-Economic Panel (SOEP) (2016) View citations (7)
    See also Journal Article WORK HOUR MISMATCH AND JOB MOBILITY: ADJUSTMENT CHANNELS AND RESOLUTION RATES, Economic Inquiry, Western Economic Association International (2019) View citations (7) (2019)

Journal Articles

2024

1. How Does Post-Earnings Announcement Sentiment Affect Firms’ Dynamics? New Evidence from Causal Machine Learning
   Journal of Financial Econometrics, 2024, 22, (3), 575-604

2022

2. Double machine learning-based programme evaluation under unconfoundedness
   (Econometric methods for program evaluation)
   The Econometrics Journal, 2022, 25, (3), 602-627 View citations (28)
   See also Working Paper Double Machine Learning based Program Evaluation under Unconfoundedness, Papers (2022) View citations (37) (2022)
3. Heterogeneous Employment Effects of Job Search Programs: A Machine Learning Approach
   Journal of Human Resources, 2022, 57, (2), 597-636 View citations (14)
   See also Working Paper Heterogeneous Employment Effects of Job Search Programmes: A Machine Learning Approach, Papers (2018) View citations (6) (2018)

2021

4. A double machine learning approach to estimate the effects of musical practice on student’s skills
   Journal of the Royal Statistical Society Series A, 2021, 184, (1), 282-300 View citations (8)
   See also Working Paper A Double Machine Learning Approach to Estimate the Effects of Musical Practice on Student's Skills, Papers (2019) (2019)
5. Machine learning estimation of heterogeneous causal effects: Empirical Monte Carlo evidence
   The Econometrics Journal, 2021, 24, (1), 134-161 View citations (48)
   See also Working Paper Machine Learning Estimation of Heterogeneous Causal Effects: Empirical Monte Carlo Evidence, Papers (2018) View citations (33) (2018)

2020

6. For better or worse? – The effects of physical education on child development
   Labour Economics, 2020, 67, (C) View citations (3)
   See also Working Paper For Better or Worse? The Effects of Physical Education on Child Development, IZA Discussion Papers (2018) View citations (4) (2018)

2019

7. WORK HOUR MISMATCH AND JOB MOBILITY: ADJUSTMENT CHANNELS AND RESOLUTION RATES
   Economic Inquiry, 2019, 57, (1), 227-242 View citations (7)
   See also Working Paper Work Hour Mismatch and Job Mobility: Adjustment Channels and Resolution Rates, IZA Discussion Papers (2016) View citations (3) (2016)

Chapters

2021

1. Predicting match outcomes in football by an Ordered Forest estimator
   Chapter 22 in A Modern Guide to Sports Economics, 2021, pp 335-355
   See also Working Paper Predicting Match Outcomes in Football by an Ordered Forest Estimator, University of St. Gallen, School of Economics and Political Science (2018) View citations (3) (2018)