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Spatial Econometrics for Misaligned Data

Guillaume Allaire Pouliot

arXiv 8 Jul 2022 · Econometrics · publishedJournal of Econometrics (2021) · 7 citations (OpenAlex)

arXiv:2207.04082 · PDF · DOI · OpenAlex · Extracted main text

Abstract

We produce methodology for regression analysis when the geographic locations of the independent and dependent variables do not coincide, in which case we speak of misaligned data. We develop and investigate two complementary methods for regression analysis with misaligned data that circumvent the need to estimate or specify the covariance of the regression errors. We carry out a detailed reanalysis of Maccini and Yang (2009) and find economically significant quantitative differences but sustain most qualitative conclusions.

Citation extraction

32
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distinct cited
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Most heavily cited references

The works this paper leans on most, across its whole bibliography — not restricted to papers in our corpus. Ranked by composite intensity, which combines how often a work is mentioned, how many sections mention it, and how much of that falls in the main text rather than the appendix.

ReferenceIntensityMentionsSectionsMain text
1Maccini, Sharon and Yang, Dean (2009) Under the weather: Health, schooling, and economic consequences of early-life rainfall1.000165100%
2Madsen, Lisa, Ruppert, David, and Altman, Naomi S (2008) Regression with spatially misaligned data1.00064100%
3Stein, Michael L (2012) Interpolation of spatial data: some theory for kriging1.00053100%
4Gelfand, Alan E, Diggle, Peter, Guttorp, Peter, and Fuentes, Montser… (2010) Handbook of spatial statistics0.9285480%
5Lahiri, SN (2003) Central limit theorems for weighted sums of a spatial process under a class of stochastic and fixed designs0.9098375%
6Lahiri, Soumendra Nath, Lee, Yoondong, and Cressie, Noel (2002) On asymptotic distribution and asymptotic efficiency of least squares estimators of spatial variogram parameters0.87452100%
7Shah, Manisha and Steinberg, Bryce Millett (2013) Drought of opportunities: Contemporaneous and long term impacts of rainfall shocks on human capital0.73732100%
8Murphy, Kevin M and Topel, Robert H (1985) Estimation and Inference in Two-Step Econometric Models0.64422100%
9Pagan, Adrian (1984) Econometric issues in the analysis of regressions with generated regressors0.64422100%
10Pouliot, Guillaume (2016) Missing Data Problems self0.64422100%

Showing the top 10 of 32 scored citations.