To Explain or To Predict
Explore this paper's citation graph
Summary
The purpose of this article is to clarify the distinction between explanatory and predictive modeling, to discuss its sources, and to reveal the practical implications of the distinction to each step in the model- ing process.
- Type
- article
- Published
- 2010-05-24
- Cited by
- 2,220
- References
- 173
- Access
- Open access
- OpenAlex
- https://openalex.org/W1973969044
- Semantic Scholar
- https://api.semanticscholar.org/CorpusID:15900983
Keywords
Psychology
References
- The Central Role of the Propensity Score in Observational Studies for Causal Effects
- Not Even Wrong: The Failure of String Theory and the Search for Unity in Physical Law
- Causal Diagrams for Empirical Research
- Tourism demand modelling and forecasting: Modern econometric approaches
- Predictive Analytics in Information Systems Research1
- On the nature and direction of relationships between constructs and measures.
- Winner's Curse, Reserve Prices and Endogenous Entry: Empirical Insights from eBay Auctions
- Research Report—Principles for Examining Predictive Validity: The Case of Information Systems Spending Forecasts
- Econometric Analysis of Count Data
- Ensemble Methods in Data Mining
- The Statistical Research Group, 1942-1945
- Forecasting methods and applications
- Causation, Prediction, and Search
- Bagging Predictors
- The Advanced Theory of Statistics.
- The Predictive Sample Reuse Method with Applications
- Statistical modeling: The two cultures
- Predictive Inference: An Introduction
Cited by
- The idiosyncrasies of place: geographic variation in the climate-distribution relationships of the American pika.
- Response to the letter by Safiri et al
- Lonely SARTs: loneliness and sustained attention in the Irish longitudinal study of aging
- fNIRS Evidence for Recognizably Different Positive Emotions
- Enhancing empirical accounting models with textual information
- Measurement model to assess market-driving ability in corporate entrepreneurship
- Prediction in Economic Networks: Using the Implicit Gestalt in Product Graphs
- Using social network data to predict technology acceptance
- A Unified Statistical Framework for Evaluating Predictive Methods
- A critical look at the use of SEM in international business research
- Predicting success or failure of brace treatment for adolescents with idiopathic scoliosis
- Building the Theory of Ecological Rationality
- Invasion by Hakea sericea Schrad. in Western Iberia: drivers, patterns and relation with fire - a multiscale spatial modelling framework
- A Primer on Machine Learning for Materials and Its Relevance to Army Challenges
- Do Customers Speak Their Minds? Using Forums and Search for Predicting Sales
- In silico modelling of permeation enhancement potency in Caco-2 monolayers based on molecular descriptors and random forest.
- Private land manager capacity to conserve threatened communities under climate change.
- Calculus of Thought: Neuromorphic Logistic Regression in Cognitive Machines
- Predicting Early Death Among Elderly Dialysis Patients: Development and Validation of a Risk Score to Assist Shared Decision Making for Dialysis Initiation
- MODEL ADEQUACY TESTS FOR EXPONENTIAL FAMILY REGRESSION MODELS
Related papers
- ИСПОЛЬЗОВAНИЕ ПОТЕНЦИAЛA СОЦИAЛЬНЫХ ПAРТНЕРОВ В ПОДГОТОВКЕ БУДУЩИХ ПЕДAГОГОВ
- Personality correlates and utilitarian judgments in the everyday context: Psychopathic traits and differential effects of empathy, social dominance orientation, and dehumanization beliefs
- Amount of altruistic punishment accounts for subsequent emotional gratification in participants with primary psychopathy
- The Relationship between Personality Advantage and Happiness among College Students: The Moderating Effect of Stressful Life Events
- Mediating Role of Unconditional Self-acceptance in Relationship Between College Students’ Perfectionism and Depression
- THE INFORMATION USED TO JUDGE SUPPORTIVENESS DEPENDS ON WHETHER THE JUDGMENT REFLECTS THE PERSONALITY OF PERCEIVERS, THE OBJECTIVE CHARACTERISTICS OF TARGETS, OR THEIR UNIQUE RELATIONSHIPS
- Impatience-aggression, competitiveness and avoidant coping: direct and moderating effects on maladjustment among adolescents
- Perceiver self-presentational goals as moderators of expectancy influences: ingratiation and the disconfirmation of negative expectancies.
- Psychopathy, passive-avoidance learning and basic dimensions of personality