abstract: 'In this paper we analyse structural change and its implications for labor productivity growth in Kazakhstan, Malawi, and Zambia, three resource-dependent countries, during the resource boom that lasted from 2001 to 2013. We pay particular attention to the effects of labor heterogeneity by assessing the demand for pre-determined occupations. The effects of structural change on heterogeneous labor markets are studied by developing a model to explain the observed patterns of labor migration between sectors. We use labor force survey data from Kazakhstan and census microdata for Malawi and Zambia available from the IPUMS International database. In-depth examinations are performed using a decomposition technique and multinomial logit regression to examine labor demand patterns. Results show that private services experienced the largest increase in employment across all occupations and relative skill deepening. Substantial decreases in managers occurred in public services. The results indicate that structural change is fundamental in shaping the allocation of individuals across different occupations within the labor market. Moreover, during a resource boom, the results indicate that the public sector experiences a skill-drain that may affect the quality of governance.' affiliation: 'Howie, P (Corresponding Author), Nazarbayev Univ, Grad Sch Publ Policy, 53 Kabanbay Batyr Ave,Block C3, Astana 010000, Kazakhstan. Howie, Peter, Nazarbayev Univ, Grad Sch Publ Policy, 53 Kabanbay Batyr Ave,Block C3, Astana 010000, Kazakhstan. Atakhanova, Zauresh, Acad Publ Adm Kazakhstan, 33a Abay St, Astana 010000, Kazakhstan.' author: Howie, Peter and Atakhanova, Zauresh author-email: peter.howie@nu.edu.kz author_list: - family: Howie given: Peter - family: Atakhanova given: Zauresh da: '2023-09-28' doi: 10.1007/s10644-018-9242-9 eissn: 1574-0277 files: [] issn: 1573-9414 journal: ECONOMIC CHANGE AND RESTRUCTURING keywords: 'Structural change; Labor productivity; Resource boom; Kazakhstan; Malawi; Zambia' keywords-plus: 'SWITCHING REGRESSION-MODEL; DUTCH DISEASE; PRODUCTIVITY GROWTH; INEQUALITY; POLICIES; SECTOR; RISK; INDUSTRIALIZATION; DIVERSIFICATION; EMPLOYMENT' language: English month: MAY number: '2' number-of-cited-references: '83' orcid-numbers: Atakhanova, Zauresh/0000-0001-8004-377X pages: 297-332 papis_id: 9f753d365a1a6ae020f6029617f87ea7 ref: Howie2020heterogeneouslabor times-cited: '4' title: Heterogeneous labor and structural change in low- and middle-income, resource-dependent countries type: Article unique-id: WOS:000522417300004 usage-count-last-180-days: '0' usage-count-since-2013: '11' volume: '53' web-of-science-categories: Economics year: '2020'