Predictive Analytics Supporting Labor Market Success: A Career Explorer for Job Seekers and Workforce Professionals in Michigan.

Autor/inn/en	O'Leary, Christopher J.; Doyle, Kevin; Damerow, Ben; Kline, Kenneth J.; Truesdale, Beth C.; Orellana, Salomon; Eberts, Randall W.; Meyers, Amy; Wilcoxson, Anna; Powell, Scott
Titel	Predictive Analytics Supporting Labor Market Success: A Career Explorer for Job Seekers and Workforce Professionals in Michigan. Gefälligkeitsübersetzung: Prädiktive Analysen zur Unterstützung des Erfolgs auf dem Arbeitsmarkt: Ein Karriere-Explorer für Arbeitssuchende und Personalverantwortliche in Michigan.
Quelle	In: Economic development quarterly, 39 (2025) 1, S. 6-23 PDF als Volltext Link als defekt meldenVerfügbarkeit
Sprache	englisch
Dokumenttyp	online; gedruckt; Zeitschriftenaufsatz
ISSN	0891-2424; 1552-3543
DOI	10.1177/08912424241271163
Schlagwörter	Bildungsertrag; Individualisierung; Computerprogramm; Arbeitsverwaltung; Selbstbedienung; Arbeitsloser; Arbeitsmarktchance; Arbeitsuchender; Arbeitsvermittlung; Arbeitsberater; Berufsberatung; Weiterbildungsberatung; Inanspruchnahme; Informationsangebot; Profilanalyse; Prognosemodell; Statistische Methode; Öffentliche Verwaltung; Online; USA
Abstract	"Career Explorer provides customized career exploration tools for workforce development staff and job seekers in Michigan. There are two separate Career Explorer modules: a staff-mediated service and a self-service for job seekers. The system was developed by the Michigan Center for Data and Analytics in collaboration with the W.E. Upjohn Institute for Employment Research and Michigan Works! Southwest. It was funded by the U.S. Department of Labor's Office of Workforce Investment and the Schmidt Futures' Data for the American Dream (D4AD) project. In this paper, the authors describe the machine learning models behind the predictive analytics of the frontline staff-mediated version of Career Explorer. These models were trained on program administrative data. Additionally, the authors describe the self-service version of Career Explorer, which provides clients with customized labor market information based on published U.S. Bureau of Labor Statistics data. Career Explorer became an active feature of Michigan's online reemployment services system in June 2021." The study refers to the period 2017-2023 (Author's abstract, IAB-Doku).
Erfasst von	Institut für Arbeitsmarkt- und Berufsforschung, Nürnberg
Update	2025/3