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Models of sequential decision making in consumer lending
- Source :
- Decision Analytics. 3
- Publication Year :
- 2016
- Publisher :
- Springer Science and Business Media LLC, 2016.
-
Abstract
- In this paper, we introduce models of sequential decision making in consumer lending. From the definition of adverse selection in static lending models, we show that homogenous borrowers take-up offers at different instances of time when faced with a sequence of loan offers. We postulate that bounded rationality and diverse decision heuristics used by consumers drive the decisions they make about credit offers. Under that postulate, we show how observation of early decisions in a sequence can be informative about later decisions and can, when coupled with a type of adverse selection, also inform credit risk. We show through two examples how lenders may use such information in setting their offer rates.
- Subjects :
- Sequence
Actuarial science
05 social sciences
Adverse selection
02 engineering and technology
Sequential decision
Sequential decision making
Bounded rationality
Consumer loans
Loan
0502 economics and business
Business decision mapping
ddc:330
0202 electrical engineering, electronic engineering, information engineering
Economics
020201 artificial intelligence & image processing
050207 economics
Heuristics
Credit risk
Subjects
Details
- ISSN :
- 21938636
- Volume :
- 3
- Database :
- OpenAIRE
- Journal :
- Decision Analytics
- Accession number :
- edsair.doi.dedup.....4d04cf7c2d38ae8ad199bdbf1a8b9327