Spatial interaction models with individual-level data for explaining labor flows and developing local labor markets
As a result of increased mobility patterns of workers, explaining labor flows and partitioning regions into local labor markets (LLMs) have become important economic issues. For the former, it is useful to understand jointly where individuals live and where they work. For the latter, such markets attempt to delineate regions with a high proportion of workers both living and working. To address these questions, we separate the problem into two stages. First, we introduce a stochastic modeling approach using a hierarchical spatial interaction specification at the individual level, incorporating individual-level covariates, origin (O) and destination (D) covariates, and spatial structure. We fit the model within a Bayesian framework. Such modeling enables posterior inference regarding the importance of these components as well as the O–D matrix of flows. Nested model comparison is available as well. For computational convenience, we start with a minimum market configuration (MMC) upon which our model is overlaid. At the second stage, after model fitting and inference, we turn to LLM creation. We introduce a utility with regard to the performance of an LLM partition and, with posterior samples, we can obtain the posterior distribution of the utility for any given LLM specification which we view as a partition of the MMC. We further provide an explicit algorithm to obtain good partitions according to this utility, employing these posterior distributions. However, the space of potential market partitions is huge and we discuss challenges regarding selection of the number of markets and comparison of partitions using this utility. Our approach is illustrated using a rich dataset for the region of Aragón in Spain. In particular, we analyze the full dataset and also a sample. Future data collection will arise as samples of the working population so assessing population level inference from the sample is useful.
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- A S Fotheringham, 1983. "Some theoretical aspects of destination choice and their relevance to production-constrained gravity models," Environment and Planning A, Pion Ltd, London, vol. 15(8), pages 1121-1132, August.
- Guoxiang Ding & Morton E O’Kelly, 2008. "Choice-based estimation of Alonso’s theory of movement: methods and experiments," Environment and Planning A, Pion Ltd, London, vol. 40(5), pages 1076-1089, May.
- Jacob J De Vries & Peter Nijkamp & Piet Rietveld, 2009.
"Exponential or power distance-decay for commuting? An alternative specification,"
Environment and Planning A,
Pion Ltd, London, vol. 41(2), pages 461-480, February.
- Jacob J de Vries & Peter Nijkamp & Piet Rietveld, 2009. "Exponential or Power Distance-Decay for Commuting? An Alternative Specification," Environment and Planning A, SAGE Publishing, vol. 41(2), pages 461-480, February.
- Jacob J. De Vries & Peter Nijkamp & Piet Rietveld, 2005. "Exponential or power distance-decay for commuting? An alternative specification," ERSA conference papers ersa05p261, European Regional Science Association.
- Jacob J. de Vries & Peter Nijkamp & Piet Rietveld, 2004. "Exponential or Power Distance-decay for Commuting? An Alternative Specification," Tinbergen Institute Discussion Papers 04-097/3, Tinbergen Institute.
- Fischer, Manfred M., 1980. "Regional taxonomy : A comparison of some hierarchic and non-hierarchic strategies," Regional Science and Urban Economics, Elsevier, vol. 10(4), pages 503-537, November.
- Frank Corvers & Maud Hensen & Dion Bongaerts, 2009. "Delimitation and Coherence of Functional and Administrative Regions," Regional Studies, Taylor & Francis Journals, vol. 43(1), pages 19-31.
- Guoxiang Ding & Morton E O'Kelly, 2008. "Choice-Based Estimation of Alonso's Theory of Movement: Methods and Experiments," Environment and Planning A, SAGE Publishing, vol. 40(5), pages 1076-1089, May.
- I Masser & P J B Brown, 1975. "Hierarchical aggregation procedures for interaction data," Environment and Planning A, Pion Ltd, London, vol. 7(5), pages 509-523, May.
- Anne Kaag Andersen, 2002. "Are Commuting Areas Relevant for the Delimitation of Administrative Regions in Denmark?," Regional Studies, Taylor & Francis Journals, vol. 36(8), pages 833-844.
- I Masser & J Scheurwater, 1980. "Functional regionalisation of spatial interaction data: an evalution of some suggested strategies," Environment and Planning A, Pion Ltd, London, vol. 12(12), pages 1357-1382, December.
- John Roy & Jean-Claude Thill, 2003. "Spatial interaction modelling," Papers in Regional Science, Springer;Regional Science Association International, vol. 83(1), pages 339-361, October.
- I Masser & J Scheurwater, 1980. "Functional Regionalisation of Spatial Interaction Data. An Evaluation of Some Suggested Strategies," Environment and Planning A, SAGE Publishing, vol. 12(12), pages 1357-1382, December.
- Nathalie Gaussier & Claude Lacour & Sylvette Puissant, 2003. "Metropolization and Territorial Scales," Post-Print hal-00154251, HAL.
- A S Fotheringham, 1983. "Some Theoretical Aspects of Destination Choice and Their Relevance to Production-Constrained Gravity Models," Environment and Planning A, SAGE Publishing, vol. 15(8), pages 1121-1132, August.
- Maarten van Ham & Clara H Mulder & Pieter Hooimeijer, 2001. "Spatial flexibility in job mobility: macrolevel opportunities and microlevel restrictions," Environment and Planning A, Pion Ltd, London, vol. 33(5), pages 921-940, May.
- John Roy & Jean-Claude Thill, 2003. "Spatial interaction modelling," Economics of Governance, Springer, vol. 83(1), pages 339-361, October.
- I Masser & P J B Brown, 1975. "Hierarchical Aggregation Procedures for Interaction Data," Environment and Planning A, SAGE Publishing, vol. 7(5), pages 509-523, August.
- James P. LeSage & R. Kelley Pace, 2008. "Spatial Econometric Modeling Of Origin-Destination Flows," Journal of Regional Science, Wiley Blackwell, vol. 48(5), pages 941-967.
- David J. Spiegelhalter & Nicola G. Best & Bradley P. Carlin & Angelika van der Linde, 2002. "Bayesian measures of model complexity and fit," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 64(4), pages 583-639.
- Papps, Kerry L. & Newell, James O., 2002. "Identifying Functional Labour Market Areas in New Zealand: A Reconnaissance Study Using Travel-to-Work Data," IZA Discussion Papers 443, Institute for the Study of Labor (IZA).
- Henley, Andrew, 1998. "Residential Mobility, Housing Equity and the Labour Market," Economic Journal, Royal Economic Society, vol. 108(447), pages 414-27, March.
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