Tel: +358 40 353 8176

Mailing address:
Aalto School of Economics
P.O. Box 21240
00076 Aalto

Visiting address:
Arkadiankatu 7
Helsinki, Finland


Research papers and work in progress

Job Loss and Regional Mobility, with Jarle Møen and Kjell G. Salvanes. Under revision for Journal of Labor Economics.

The Effect of Rehabilitative Criminal Sanctions on Juvenile Crime and Labour Market Outcomes, with Sari Pekkala Kerr and Ville Mälkönen

Understanding the Employment Effects of Importing, with Katariina Nilsson Hakkala

Job Loss and Health Spillovers in the Family, with Christina Gathmann and Robin Stitzing


The Effect of Job Displacement on Couples' Fertility Decisions (2014), with Jenni Kellokumpu, forthcoming in Journal of Labor Economics.

The Employment Effects of Low-Wage Subsidies (2013), with Jukka Pirttilä and Roope Uusitalo,  Journal of Public Economics, vol. 97(C), pages 49-60.

How Destructive Is Creative Destruction? Effects Of Job Loss On Job Mobility, Withdrawal And Income (2011), with Jarle Møen and Kjell G. Salvanes. Journal of the European Economic Association, Vol. 9, Issue 5.

The Effect of Foreign Acquisition on Employment and Wages: Evidence from Finnish Establishments (2007), The Review of Economics and Statistics, Vol. 89, issue 3.

R&D-activity, Exports, and Changes in the Skill Demand in Finland (2005), Finnish Economic Papers, Vol. 18 (2).


Applied microeconometrics I