{"id":64,"date":"2024-06-10T08:33:59","date_gmt":"2024-06-10T08:33:59","guid":{"rendered":"https:\/\/www.endogeneity.net\/?page_id=64"},"modified":"2026-04-08T06:40:05","modified_gmt":"2026-04-08T06:40:05","slug":"additional-resources","status":"publish","type":"page","link":"https:\/\/www.endogeneity.net\/?page_id=64","title":{"rendered":"Additional Resources"},"content":{"rendered":"<div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--link_hover_color: var(--awb-color5);--link_color: var(--awb-color5);--awb-background-blend-mode:multiply;--awb-border-color:var(--awb-color1);--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top:50.156000000000006px;--awb-padding-bottom:0px;--awb-padding-top-small:70px;--awb-padding-right-small:40px;--awb-padding-bottom-small:0px;--awb-padding-left-small:40px;--awb-margin-bottom-medium:0px;--awb-margin-bottom-small:60px;--awb-background-color:#ffffff;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-padding-bottom-medium:0px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:85px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-margin-bottom-small:44px;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-1 fusion-text-no-margin\" style=\"--awb-content-alignment:center;--awb-text-color:var(--awb-color1);--awb-margin-right:15%;--awb-margin-bottom:0px;--awb-margin-left:15%;\"><p style=\"text-align: left;\"><strong style=\"color: #000000;\">Interactive Web App and code to implement ITCV and RIR <\/strong><\/p>\n<p style=\"text-align: left;\"><a href=\"https:\/\/konfound-it.org\" target=\"_blank\" rel=\"noopener\">https:\/\/konfound-it.org<\/a><\/p>\n<p style=\"text-align: left;\"><a href=\"https:\/\/cran.r-project.org\/web\/packages\/konfound\/index.html\" target=\"_blank\" rel=\"noopener\">https:\/\/cran.r-project.org\/web\/packages\/konfound\/index.html<\/a><\/p>\n<p style=\"text-align: left;\"><a href=\"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/1536867X19874223\" target=\"_blank\" rel=\"noopener\">https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/1536867X19874223<\/a><\/p>\n<p style=\"text-align: left;\"><strong style=\"color: #000000;\">Readings on ITCV and RIR<\/strong><\/p>\n<ul style=\"text-align: left;\">\n<li><span style=\"color: #000000;\">Bendig, David and Jonathan Hoke (2024), \u201cProbing for Omitted Variable Bias: The Role of the Impact Threshold of a Confounding Variable in Complementing Instrumental Variable Estimations,\u201d Industrial Marketing Management, 122 (October),145-159.<\/span><\/li>\n<li><span style=\"color: #000000;\">Busenbark, John R., Hyunjung (Ellie) Yoon, Daniel L. Gamache, and Michael C. Withers (2022), \u201cOmitted Variable Bias: Examining Management Research With the Impact Threshold of a Confounding Variable (ITCV),\u201d Journal of Management, 48 (1), 17-48.<\/span><\/li>\n<li><span style=\"color: #000000;\">Frank, Kenneth A. (2000), \u201cImpact of a confounding variable on a regression coefficient,\u201d Sociological Methods &amp; Research, 29 (2), 147-194.<\/span><\/li>\n<li><span style=\"color: #000000;\">Frank, Kenneth A., Qinyun Lin, Spiro Maroulis, Anna S. Mueller, Ran Xu, Joshua M. Rosenberg, Christopher S. Hayter, Ramy A. Mahmoud, Marynia Kolak, Thomas Dietz, and Lixin Zhang (2021), \u201cHypothetical Case Replacement can be used to Quantify the Robustness of Trial Results,\u201d Journal of Clinical Epidemiology, 134, 150\u2013159<\/span><\/li>\n<li><span style=\"color: #000000;\">Frank, Kenneth A., Spiro J. Maroulis, Minh Q. Duong, and Benjamin M. Kelcey (2013), \u201cWhat would it take to Change an Inference? Using Rubin\u2019s Causal Model to interpret the Robustness of Causal Inferences,\u201d Educational Evaluation and Policy Analysis, 35(4), 437-460.<\/span><\/li>\n<\/ul>\n<p style=\"text-align: left;\"><span style=\"color: #000000;\"><strong>Code to implement Coefficient Stability to Unobservable Selection<\/strong><\/span><\/p>\n<p style=\"text-align: left;\"><a href=\"https:\/\/ideas.repec.org\/c\/boc\/bocode\/s457677.html\" target=\"_blank\" rel=\"noopener\">https:\/\/ideas.repec.org\/c\/boc\/bocode\/s457677.html<\/a><\/p>\n<p style=\"text-align: left;\"><a href=\"https:\/\/cran.r-project.org\/web\/packages\/robomit\/refman\/robomit.html\" target=\"_blank\" rel=\"noopener\">https:\/\/cran.r-project.org\/web\/packages\/robomit\/refman\/robomit.html<\/a><\/p>\n<p style=\"text-align: left;\"><span style=\"color: #000000;\"><strong>Readings on Coefficient Stability to Unobservable Selection<\/strong><\/span><\/p>\n<ul>\n<li style=\"text-align: left;\"><span style=\"color: #000000;\">Altonji, Joseph G., Todd E. Elder, and Christopher R. Taber (2005), \u201cSelection on Observed and Unobserved Variables: Assessing the Effectiveness of Catholic Schools,\u201d Journal of Political Economy, 113 (1), 151-184.<\/span><\/li>\n<li style=\"text-align: left;\"><span style=\"color: #000000;\">Oster, Emily (2019), \u201cUnobservable Selection and Coefficient Stability: Theory and Evidence,\u201d Journal of Business &amp; Economic Statistics, 37 (2), 187-204.<\/span><\/li>\n<\/ul>\n<p style=\"text-align: left;\"><strong style=\"color: #000000;\">Web App and Code to implement Copula-Based Endogeneity Correction <\/strong><\/p>\n<p style=\"text-align: left;\"><a href=\"https:\/\/copula-correction.github.io\/Webpage\/index.html\" target=\"_blank\" rel=\"noopener\">https:\/\/copula-correction.github.io\/Webpage\/index.html<\/a><\/p>\n<p style=\"text-align: left;\"><a href=\"https:\/\/cran.r-project.org\/web\/packages\/Rcope\/index.html\" target=\"_blank\" rel=\"noopener\">https:\/\/cran.r-project.org\/web\/packages\/Rcope\/index.html<\/a><\/p>\n<p style=\"text-align: left;\"><a href=\"https:\/\/github.com\/HashtagHaschka\/Copula-based-endogeneity-corrections\" target=\"_blank\" rel=\"noopener\">https:\/\/github.com\/HashtagHaschka\/Copula-based-endogeneity-corrections<\/a><\/p>\n<p style=\"text-align: left;\"><strong style=\"color: #000000;\">Readings on Copula-Based Endogeneity Correction<\/strong><\/p>\n<ul style=\"text-align: left;\">\n<li><span style=\"color: #000000;\">Becker, Jan-Michael, Dorian Proksch, and Christian M. Ringle (2022), \u201cRevisiting Gaussian Copulas to Handle Endogenous Regressors,\u201d Journal of the Academy of Marketing Science, 50 (1), 46-66.<\/span><\/li>\n<li><span style=\"color: #000000;\">Dost, Florian and Rouven E. Haschka (2025), The Gaussian Copula Control Function Method Does Not Help Against Traditional Omitted Variable Bias. Available at SSRN:<\/span><a style=\"color: #000000;\" href=\"https:\/\/ssrn.com\/abstract=5285127\"> https:\/\/ssrn.com\/abstract=5285127<\/a><\/li>\n<li><span style=\"color: #000000;\">Haschka, Rouven E. (2022), \u201cHandling Endogenous Regressors using Copulas: A Generalization to Linear Panel Models with Fixed Effects and Correlated Regressors,\u201d Journal of Marketing Research, 59(4), 860-881.<\/span><\/li>\n<li><span style=\"color: #000000;\">Park, Sungho, and Sachin Gupta (2024), \u201cA Review of Copula Correction Methods to Address Regressor\u2013Error Correlation,\u201d Impact at JMR. <\/span><a style=\"color: #000000;\" href=\"https:\/\/www.ama.org\/marketing-news\/a-review-of-copula-correction-methods-to-address-regressor-error-correlation\/\">https:\/\/www.ama.org\/marketing-news\/a-review-of-copula-correction-methods-to-address-regressor-error-correlation\/<\/a><\/li>\n<li><span style=\"color: #000000;\">Qian, Yi, Anthony Koschmann, and Hui Xie (2026), \u201cA Practical Guide to Endogeneity Correction Using Copulas,\u201d Journal of Marketing, forthcoming.<\/span><\/li>\n<li><span style=\"color: #000000;\">Qian, Yi, and Xie, Hui (2024), \u201cCorrecting regressor-endogeneity bias via instrument-free joint estimation using semiparametric odds ratio models.\u201d, Journal of Marketing Research, 61 (5), 914-936.<\/span><\/li>\n<li><span style=\"color: #000000;\">Yang, Fan, Yi Qian, and Hui Xie (2025), \u201cAddressing Endogeneity using a Two-Stage Copula Generated Regressor Approach,\u201d Journal of Marketing Research, 62(4), 601-623.<\/span><\/li>\n<\/ul>\n<p style=\"text-align: left;\"><strong style=\"color: #000000;\">Marketing Readings on Endogeneity<\/strong><\/p>\n<ul style=\"text-align: left;\">\n<li><span style=\"color: #000000;\">Ebbes, P., Papies, D., and van Heerde, H. J. (2021), \u201cDealing with Endogeneity: A Nontechnical Guide for Marketing Researchers,\u201d Handbook of Market Research, Cham: Springer, 181-217.<\/span><\/li>\n<li><span style=\"color: #000000;\">Papies, D., P. Ebbes, and H. J. van Heerde (2017), \u201cAddressing Endogeneity in Marketing Models,\u201d Advanced Methods for Modeling Markets, Cham: Springer, 581\u2013627.<\/span><\/li>\n<li><span style=\"color: #000000;\">Papies, D., Ebbes, P., and Feit, E. (2024), &#8220;Endogeneity and Causal Inference in Marketing&#8221;. In: R. Winer and S. A. Neslin (Eds.), History of Marketing Science (2nd edition).<\/span><\/li>\n<li><span style=\"color: #000000;\">Rutz, O. J., &amp; Watson, G. F. (2019), \u201cEndogeneity and Marketing Strategy Research: An Overview,\u201d Journal of the Academy of Marketing Science, 47, 479-498.<\/span><\/li>\n<li><span style=\"color: #000000;\">Sande, J. B., and Ghosh, M. (2018), \u201cEndogeneity in Survey Research,\u201d International Journal of Research in Marketing, 35(2), 185-204.<\/span><\/li>\n<\/ul>\n<p style=\"text-align: left;\"><strong style=\"color: #000000;\">Additional Readings<\/strong><\/p>\n<ul>\n<li style=\"text-align: left;\"><span style=\"color: #000000;\">Antonakis, J., Bendahan, S., Jacquart, P., and Lalive, R. (2010), \u201cOn Making Causal Claims: A Review and Recommendations,\u201d The Leadership Quarterly, 21(6), 1086-1120.<\/span><\/li>\n<li style=\"text-align: left;\"><span style=\"color: #000000;\">Certo, S. T., Busenbark, J. R., Woo, H. S., &amp; Semadeni, M. (2016), \u201cSample Selection Bias and Heckman Models in Strategic Management Research,\u201d Strategic Management Journal, 37(13), 2639-2657.<\/span><\/li>\n<li style=\"text-align: left;\"><span style=\"color: #000000;\">Clougherty, J. A., Duso, T., &amp; Muck, J. (2016), \u201cCorrecting for Self-Selection Based Endogeneity in Management Research: Review, Recommendations and Simulations,\u201d Organizational Research Methods, 19(2), 286-347.<\/span><\/li>\n<li style=\"text-align: left;\"><span style=\"color: #000000;\">Hill, A. D., Johnson, S. G., Greco, L. M., O\u2019Boyle, E. H., &amp; Walter, S. L. (2021), \u201cEndogeneity: A Review and Agenda for the Methodology-Practice Divide affecting Micro and Macro Research,\u201d Journal of Management, 47(1), 105-143.<\/span><\/li>\n<li style=\"text-align: left;\"><span style=\"color: #000000;\">Semadeni, M., Withers, M. C., &amp; Trevis Certo, S. (2014), \u201cThe Perils of Endogeneity and Instrumental Variables in Strategy Research: Understanding through Simulations,\u201d Strategic Management Journal, 35(7), 1070-1079.<\/span><\/li>\n<li style=\"text-align: left;\"><span style=\"color: #000000;\">Zhang, X., Fang, H., Dou, J., &amp; Chrisman, J. J. (2022), \u201cEndogeneity Issues in Family Business Research: Current Status and Future Recommendations,\u201d Family Business Review, 35(1), 91-116.<\/span><\/li>\n<\/ul>\n<\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"100-width.php","meta":{"footnotes":""},"class_list":["post-64","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.endogeneity.net\/index.php?rest_route=\/wp\/v2\/pages\/64","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.endogeneity.net\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.endogeneity.net\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.endogeneity.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.endogeneity.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=64"}],"version-history":[{"count":17,"href":"https:\/\/www.endogeneity.net\/index.php?rest_route=\/wp\/v2\/pages\/64\/revisions"}],"predecessor-version":[{"id":518,"href":"https:\/\/www.endogeneity.net\/index.php?rest_route=\/wp\/v2\/pages\/64\/revisions\/518"}],"wp:attachment":[{"href":"https:\/\/www.endogeneity.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=64"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}