Learn How to Run, Interpret, and Report a Multiple Regression in SPSS Using Data from Madan et al. (2019)

Peter J Allen; Shilpa Madan; Shankha Basu; Aneeta Rattan; Krishna Savani

Learn How to Run, Interpret, and Report a Multiple Regression in SPSS Using Data from Madan et al. (2019)

Peter J Allen, Shilpa Madan, Shankha Basu, Aneeta Rattan, Krishna Savani

School of Psychological Science

Research output: Other contribution

Abstract

Multiple regression is a statistical technique used to predict (or explain) variance in an interval or ratio level criterion variable with two or more predictor variables. This Sage Dataset will teach you how to run, interpret, and report a multiple regression in SPSS using data from Study 2 in Madan et al. (2019). In this study, Madan et al. (2019) investigated the extent to which participants’ support for resetting refugees could be predicted by their self-reported mind-set beliefs. Following a conceptual introduction to multiple regression, we will reproduce Madan and colleagues’ (2019) analyses in SPSS, interpret and report the results, and assess the extent to which they support the researchers’ predictions.

Original language	English
Type	Sage Research Methods Dataset
Publisher	SAGE Publications Ltd
Number of pages	28
ISBN (Electronic)	9781036215996
Publication status	Published - 11 Jun 2025

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Name	Sage Research Methods
Publisher	Sage

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How to Choose the Right Statistical Analysis for Your Research Aim or Hypothesis
Allen, P. J. & Fielding, J. L., 11 Jun 2025, 15 p. SAGE Publications Ltd.
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Learn How to Run, Interpret, and Report a Multiple Regression in R Using Data from Madan et al. (2019)
Allen, P. J., Madan, S., Basu, S., Rattan, A. & Savani, K., 11 Jun 2025, 28 p. SAGE Publications Ltd.
Research output: Other contribution

Open Access
File
26 Downloads (Pure)

Cite this

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title = "Learn How to Run, Interpret, and Report a Multiple Regression in SPSS Using Data from Madan et al. (2019)",

abstract = "Multiple regression is a statistical technique used to predict (or explain) variance in an interval or ratio level criterion variable with two or more predictor variables. This Sage Dataset will teach you how to run, interpret, and report a multiple regression in SPSS using data from Study 2 in Madan et al. (2019). In this study, Madan et al. (2019) investigated the extent to which participants{\textquoteright} support for resetting refugees could be predicted by their self-reported mind-set beliefs. Following a conceptual introduction to multiple regression, we will reproduce Madan and colleagues{\textquoteright} (2019) analyses in SPSS, interpret and report the results, and assess the extent to which they support the researchers{\textquoteright} predictions. ",

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AU - Savani, Krishna

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AB - Multiple regression is a statistical technique used to predict (or explain) variance in an interval or ratio level criterion variable with two or more predictor variables. This Sage Dataset will teach you how to run, interpret, and report a multiple regression in SPSS using data from Study 2 in Madan et al. (2019). In this study, Madan et al. (2019) investigated the extent to which participants’ support for resetting refugees could be predicted by their self-reported mind-set beliefs. Following a conceptual introduction to multiple regression, we will reproduce Madan and colleagues’ (2019) analyses in SPSS, interpret and report the results, and assess the extent to which they support the researchers’ predictions.

M3 - Other contribution

T3 - Sage Research Methods

PB - SAGE Publications Ltd

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Learn How to Run, Interpret, and Report a Multiple Regression in SPSS Using Data from Madan et al. (2019)

Abstract

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Research output

How to Choose the Right Statistical Analysis for Your Research Aim or Hypothesis

Learn How to Run, Interpret, and Report a Multiple Regression in R Using Data from Madan et al. (2019)

Cite this