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Interpreting Multiple Linear Regression: A Guidebook of Variable Importance

https://doi.org/10.7275/5fex-b874
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Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/bf00145808openalex-snapshot
Measures of predictor variable importance in multiple regression: An additional suggestion
inferredcites →https://doi.org/10.1007/s10869-010-9204-3openalex-snapshot
Relative Importance Analysis: A Useful Supplement to Regression Analysis
inferredcites →https://doi.org/10.1023/a:1006954016433openalex-snapshot
On Variable Importance in Linear Regression
inferredcites →https://doi.org/10.1037/0033-2909.114.3.542openalex-snapshot
Dominance analysis: A new approach to the problem of relative importance of predictors in multiple regression.
inferredcites →https://doi.org/10.1037/1082-989x.8.2.129openalex-snapshot
The dominance analysis approach for comparing predictors in multiple regression.
inferredcites →https://doi.org/10.1037/h0025471openalex-snapshot
Multiple regression in psychological research and practice.
inferredcites →https://doi.org/10.1080/07481756.1989.12022899openalex-snapshot
Why Won't Stepwise Methods Die?
inferredcites →https://doi.org/10.1177/0013164401612006openalex-snapshot
Use of Structure Coefficients in Published Multiple Regression Articles: Β Is Not Enough
inferredcites →https://doi.org/10.1177/0013164495055004001openalex-snapshot
Stepwise Regression and Stepwise Discriminant Analysis Need Not Apply here: A Guidelines Editorial
inferredcites →https://doi.org/10.1177/00343552060490040401openalex-snapshot
Analysis and Interpretation of Findings Using Multiple Regression Techniques
inferredcites →https://doi.org/10.1177/105381510602800405openalex-snapshot
Commonality Analysis: Partitioning Variance to Facilitate Better Understanding of Data
inferredcites →https://doi.org/10.1177/1094428104266014openalex-snapshot
The Practical Utility of Importance Measures in Assessing the Relative Importance of Work-Related Perceptions and Organizational Characteristics on Work-Related Outcomes
inferredcites →https://doi.org/10.1177/1094428104266017openalex-snapshot
A Monte Carlo Comparison of Relative Importance Methodologies
inferredcites →https://doi.org/10.1177/1094428104266510openalex-snapshot
History and Use of Relative Importance Indices in Organizational Research
inferredcites →https://doi.org/10.1177/1094428109341993openalex-snapshot
Determining the Relative Importance of Predictors in Logistic Regression: An Extension of Relative Weight Analysis
inferredcites →https://doi.org/10.1198/000313007x188252openalex-snapshot
Estimators of Relative Importance in Linear Regression Based on Variance Decomposition
inferredcites →https://doi.org/10.1207/s15327906mbr3501_1openalex-snapshot
A Heuristic Method for Estimating the Relative Weight of Predictor Variables in Multiple Regression
inferredcites →https://doi.org/10.1287/opre.17.5.770openalex-snapshot
Macro-Analysis of the American Educational System
inferredcites →https://doi.org/10.2307/2985237openalex-snapshot
A Development of Multiple Regression for the Analysis of Routine Data
inferredcites →https://doi.org/10.2307/3498751openalex-snapshot
Nonparametric Statistics for the Behavioral Sciences
inferredcites →https://doi.org/10.3102/00028312008002191openalex-snapshot
Partitioning Variance in Multiple Regression Analyses as a Tool For Developing Learning Models
inferredcites →https://doi.org/10.3102/0013189x08319762openalex-snapshot
Reporting Practices in Quantitative Teacher Education Research: One Look at the Evidence Cited in the AERA Panel Report
inferredcites →https://doi.org/10.3758/brm.40.2.457openalex-snapshot
An R package to compute commonality coefficients in the multiple regression case: An introduction to the package and a practical example

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PTSD symptoms and suicidal thoughts and behaviors among firefighters
inferred← citeshttps://doi.org/10.1016/j.jsams.2020.06.004openalex-snapshot
Physiological factors determining downhill vs uphill running endurance performance
inferred← citeshttps://doi.org/10.1016/j.jss.2015.06.043openalex-snapshot
Reassessing mechanism as a predictor of pediatric injury mortality
inferred← citeshttps://doi.org/10.1016/j.jsurg.2019.08.012openalex-snapshot
Personality Predictors of Communication Skills Among Orthopedic Surgery Residents
inferred← citeshttps://doi.org/10.1016/j.jwpe.2025.108702openalex-snapshot
Factors influencing the effectiveness of machine learning algorithms in predicting raw wastewater characteristics: An analysis based on weekly field data
inferred← citeshttps://doi.org/10.1016/j.kint.2016.12.020openalex-snapshot
A composite score associated with spontaneous operational tolerance in kidney transplant recipients
inferred← citeshttps://doi.org/10.1016/j.molliq.2017.05.009openalex-snapshot
Exploring beneficial structural features of ionic surfactants for wettability alteration of carbonate rocks using QSPR modeling technique
inferred← citeshttps://doi.org/10.1016/j.msksp.2025.103321openalex-snapshot
Predicting pregnancy-related pelvic girdle pain using machine learning
inferred← citeshttps://doi.org/10.1016/j.neunet.2024.106821openalex-snapshot
Local contour features contribute to figure-ground segregation in monkey V4 neural populations and human perception
inferred← citeshttps://doi.org/10.1016/j.neuroimage.2022.119728openalex-snapshot
Feature-space selection with banded ridge regression
inferred← citeshttps://doi.org/10.1016/j.orp.2020.100147openalex-snapshot
Application of Machine Learning to support production planning of a food industry in the context of waste generation under uncertainty
inferred← citeshttps://doi.org/10.1016/j.petrol.2021.109617openalex-snapshot
Sensitivity analysis of factors controlling the cement hot spot temperature and the corresponding well depth using a combined CFD simulation and machine learning approach
inferred← citeshttps://doi.org/10.1016/j.procs.2017.11.047openalex-snapshot
Exploring ad-hoc portfolio management: Does it work, and is it the flexibility that supports project portfolio management?
inferred← citeshttps://doi.org/10.1016/j.rcsop.2023.100237openalex-snapshot
What drives job satisfaction among community pharmacists? An application of relative importance analysis
inferred← citeshttps://doi.org/10.1016/j.sbspro.2015.11.531openalex-snapshot
Estimation of Newly Emerging Economies’ Low-tech Export Impact on Lithuanian Low-tech Export Growth
inferred← citeshttps://doi.org/10.1016/j.scitotenv.2014.05.111openalex-snapshot
Assessment of the natural sources of particulate matter on the opencast mines air quality
inferred← citeshttps://doi.org/10.1016/j.scitotenv.2021.152126openalex-snapshot
Quantifying spatial non-stationarity in the relationship between landscape structure and the provision of ecosystem services: An example in the New Zealand hill country
inferred← citeshttps://doi.org/10.1016/j.scs.2025.106332openalex-snapshot
Insights into susceptibility of underground infrastructure to geohazards due to subsurface urban heat Island
inferred← citeshttps://doi.org/10.1016/j.ymssp.2018.09.007openalex-snapshot
Development of multiple linear regression-based models for fatigue life evaluation of automotive coil springs
inferred← citeshttps://doi.org/10.1017/s0031182014001905openalex-snapshot
Multitrait indices to predict worm length and number in sheep with natural, mixed predominantlyTeladorsagia circumcinctainfection
inferred← citeshttps://doi.org/10.1017/s0272263116000231openalex-snapshot
MULTIPLE REGRESSION AS A FLEXIBLE ALTERNATIVE TO ANOVA IN L2 RESEARCH
inferred← citeshttps://doi.org/10.1017/sjp.2016.95openalex-snapshot
Can Big Five Facets Distinguish between Hedonic and Eudaimonic Well-Being? A Dominance Analysis
inferred← citeshttps://doi.org/10.1017/sjp.2019.32openalex-snapshot
Development and Validation of a Measure of Emotional Distress in Survivors of Group Psychological Abuse
inferred← citeshttps://doi.org/10.1021/acs.inorgchem.5c03949openalex-snapshot
Dy-SMM for Standalone Magneto Thermometry and Opto-Magnetic Temperature Sensing via Multiple Linear Regression
inferred← citeshttps://doi.org/10.1021/acs.langmuir.4c03516openalex-snapshot
Modeling of the Adsorption of Tigecycline from Water on CoFe2O4-Graphene Nanocomposites
inferred← citeshttps://doi.org/10.1037/a0033941openalex-snapshot
Posttraumatic stress disorder and suicidal ideation: The role of specific symptoms within the framework of the interpersonal-psychological theory of suicide.
inferred← citeshttps://doi.org/10.1037/a0037250openalex-snapshot
The Situational Eight DIAMONDS: A taxonomy of major dimensions of situation characteristics.
inferred← citeshttps://doi.org/10.1037/met0000087openalex-snapshot
Finding structure in data using multivariate tree boosting.
inferred← citeshttps://doi.org/10.1037/mil0000107openalex-snapshot
Determining Predictor Weights in Military Selection: An Application of Dominance Analysis
inferred← citeshttps://doi.org/10.1038/s41598-021-91960-3openalex-snapshot
Reflectivity relates differently to pro sociality in naïve and strategic subjects
inferred← citeshttps://doi.org/10.1049/itr2.12235openalex-snapshot
Blinded windows and empty driver seats: The effects of automated vehicle characteristics on cyclists’ decision‐making
inferred← citeshttps://doi.org/10.1057/s41599-021-00938-zopenalex-snapshot
Machine learning methods for “wicked” problems: exploring the complex drivers of modern slavery
inferred← citeshttps://doi.org/10.1061/(asce)ee.1943-7870.0001806openalex-snapshot
Prediction of Nanofiltration and Reverse-Osmosis-Membrane Rejection of Organic Compounds Using Random Forest Model
inferred← citeshttps://doi.org/10.1061/jmcee7.mteng-18256openalex-snapshot
A Predictive Model for Estimation of the Degree of Reclaimed Asphalt Pavement Bitumen Activity
inferred← citeshttps://doi.org/10.1071/mf18009openalex-snapshot
Western and Indigenous knowledge converge to explain Melaleuca forest dieback on Aboriginal land in northern Australia
inferred← citeshttps://doi.org/10.1080/00128325.2019.1607813openalex-snapshot
Functional Diversity and Performance of Direct Marketing Outlets for Smallholder Farmers of Green Gram and Pigeon Pea Commodities in Machakos County, Kenya
inferred← citeshttps://doi.org/10.1080/00220485.2018.1500959openalex-snapshot
Adjusting for Guessing and Applying a Statistical Test to the Disaggregation of Value-Added Learning Scores
inferred← citeshttps://doi.org/10.1080/00223891.2024.2445706openalex-snapshot
Eating Pathology and Interoceptive Sensibility Using the Brief Multidimensional Assessment of Interoceptive Awareness-2: Can There be Too Much of a Good Thing?
inferred← citeshttps://doi.org/10.1080/00918369.2019.1618648openalex-snapshot
Throwing Shade at Cyrus: Willingness to Censor Teen Homosexuality in Disney’s Andi Mack
inferred← citeshttps://doi.org/10.1080/01419870.2017.1295162openalex-snapshot
Patterns and determinants of immigrants’ sense of belonging to Canada and their source country
inferred← citeshttps://doi.org/10.1080/01431161.2020.1759842openalex-snapshot
Temporal variability of satellite-retrieved chlorophyll-a data in Arctic and subarctic ocean regions within the past two decades
inferred← citeshttps://doi.org/10.1080/01621459.2021.2003200openalex-snapshot
A General Framework for Inference on Algorithm-Agnostic Variable Importance
inferred← citeshttps://doi.org/10.1080/02640414.2020.1785193openalex-snapshot
The importance of duration and magnitude of force application to sprint performance during the initial acceleration, transition and maximal velocity phases
inferred← citeshttps://doi.org/10.1080/02680513.2018.1509695openalex-snapshot
Considering the role of the distance student experience in student satisfaction and retention
inferred← citeshttps://doi.org/10.1080/08824096.2015.1052900openalex-snapshot
Sport Support: Received Social Support as a Predictor of Athlete Satisfaction
inferred← citeshttps://doi.org/10.1080/08957347.2018.1464448openalex-snapshot
Designing, evaluating, and deploying automated scoring systems with validity in mind: Methodological design decisions
inferred← citeshttps://doi.org/10.1080/08993408.2025.2470572openalex-snapshot
How are computer science out-of-school time experiences during the high school years related to college students’ computer science identity?
inferred← citeshttps://doi.org/10.1080/09638199.2017.1398270openalex-snapshot
Validity of unbalanced growth theory and sectoral investment priorities in Indonesia: Application of feature ranking methods
inferred← citeshttps://doi.org/10.1080/10256016.2025.2536589openalex-snapshot
Predictive modelling of radon variations in time series using wavelets, multiple linear regression and ARIMA
inferred← citeshttps://doi.org/10.1080/1091367x.2016.1259162openalex-snapshot
The Use of Structure Coefficients to Address Multicollinearity in Sport and Exercise Science
inferred← citeshttps://doi.org/10.1080/1360080x.2013.844670openalex-snapshot
Rectifying an honest error in world university rankings: a solution to the problem of indicator weight discrepancies
inferred← citeshttps://doi.org/10.1080/13603116.2018.1451562openalex-snapshot
The development and validation of revised inclusive physical education self-efficacy questionnaire for Czech physical education majors
inferred← citeshttps://doi.org/10.1080/13678868.2015.1122895openalex-snapshot
The influence of learning activity on low-skilled workers’ skill improvement in the South Korean manufacturing industry
inferred← citeshttps://doi.org/10.1080/15481603.2015.1062676openalex-snapshot
Image simulation from multitemporal landsat images
inferred← citeshttps://doi.org/10.1080/15614263.2020.1851229openalex-snapshot
Dominance analysis of police legitimacy’s regressors: disentangling the effects of procedural justice, effectiveness, and corruption
inferred← citeshttps://doi.org/10.1080/15700763.2019.1586963openalex-snapshot
Selected Factors Contributing to Teacher Job Satisfaction: A Quantitative Investigation Using 2013 TALIS Data
inferred← citeshttps://doi.org/10.1080/1612197x.2015.1095779openalex-snapshot
Association between physical activity motives and type of physical activity in children
inferred← citeshttps://doi.org/10.1080/16506073.2016.1236287openalex-snapshot
Overcoming procrastination: one-year follow-up and predictors of change in a randomized controlled trial of Internet-based cognitive behavior therapy
inferred← citeshttps://doi.org/10.1080/19443994.2015.1112306openalex-snapshot
Sensitivity analysis of model parameters on biochemical oxygen demand in integrated solar and hydraulic jump enhanced waste stabilization pond
inferred← citeshttps://doi.org/10.1080/19496591.2015.996057openalex-snapshot
First-Year College Students’ Strengths Awareness and Perceived Leadership Development
inferred← citeshttps://doi.org/10.1080/21650373.2025.2597879openalex-snapshot
Artificial neural network-based prediction of compressive strength in sustainable one-part GGBS/POFA-based geopolymer mortar with synthesized sodium silicates
inferred← citeshttps://doi.org/10.1088/1748-9326/ab04d2openalex-snapshot
Impacts of land cover and land use change on long-term trend of land surface phenology: a case study in agricultural ecosystems
inferred← citeshttps://doi.org/10.1088/1755-1315/608/1/012021openalex-snapshot
Prediction of Metro Short-term Entry Flow Based on Passenger Flow Characteristic Analysis
inferred← citeshttps://doi.org/10.1097/dbp.0000000000001028openalex-snapshot
Emotional and Behavioral Problems in Youth with Autism: High Prevalence and Impact on Functioning
inferred← citeshttps://doi.org/10.1097/jnr.0000000000000127openalex-snapshot
The Depressive Symptoms, Resourcefulness, and Self-Harm Behaviors of Adolescents
inferred← citeshttps://doi.org/10.1101/2021.10.17.464682openalex-snapshot
Doors and corners of variance partitioning in statistical ecology
inferred← citeshttps://doi.org/10.1108/afr-12-2019-0132openalex-snapshot
Improving productivity among smallholder farmers in Ghana: does financial inclusion matter?
inferred← citeshttps://doi.org/10.1108/bfj-08-2020-0763openalex-snapshot
Spain's reputation in China: analysing its effects on attitudes towards Spanish olive oil
inferred← citeshttps://doi.org/10.1108/bij-04-2016-0051openalex-snapshot
The relationship between ownership structure and firm financial performance
inferred← citeshttps://doi.org/10.1108/ijbm-04-2017-0077openalex-snapshot
The effect of perceived security and grievance redressal on continuance intention to use M-wallets in a developing country
inferred← citeshttps://doi.org/10.1108/ijhcqa-02-2017-0042openalex-snapshot
Application of the Delphi technique in healthcare maintenance
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