Gauging heuristics through mediation of risk perception and moderation of robo-advisor at Pakistan Stock Exchange in investment decision making

This study examines how behavioral heuristics influence investment decision-making of retail investors in Pakistan at Pakistan Stock Exchange specifically the moderating effect of Robo-Advisors and the mediating effect of the risk perception. Findings indicate that the availability heuristic, price anchoring heuristic, and the representative heuristic have a positive role in investment decision rather than the loss averse heuristic, which does not have a significant impact. When modeled as a higher-order construct, heuristics demonstrate a significant positive relationship with investment decision-making. The findings suggest that robo-advisory usage may moderate the relationship between heuristics and investment decision-making, and it is therefore possible to assume that it may influence heuristic-driven decision tendencies. Also, the influence of heuristics on investment decisions flows through risk perception implying that the findings contribute to behavioral finance literature by clarifying how heuristic tendencies influence investment decision-making through perceived risk. The study offers practical insights for financial institutions regarding the potential role of digital advisory technologies in investor decision support.

Authors

Institutions

Publication Details

Journal
Discover Psychology
Published
2026-08-26
DOI
https://doi.org/10.1007/s44202-026-00860-y
Primary Topic
Decision-Making and Behavioral Economics
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Gauging heuristics through mediation of risk perception and moderation of robo-advisor at Pakistan Stock Exchange in investment decision making

Azam Anwar Khan, Aulia Luqman Aziz, Waqas Ahmad Watto, Erum Fatima et al.
Discover Psychology
Decision-Making and Behavioral Economics
article

Gauging heuristics through mediation of risk perception and moderation of robo-advisor at Pakistan Stock Exchange in investment decision making

Azam Anwar Khan, Aulia Luqman Aziz, Waqas Ahmad Watto, Erum Fatima, Arfendo Propheto
article en

Abstract

This study examines how behavioral heuristics influence investment decision-making of retail investors in Pakistan at Pakistan Stock Exchange specifically the moderating effect of Robo-Advisors and the mediating effect of the risk perception. Findings indicate that the availability heuristic, price anchoring heuristic, and the representative heuristic have a positive role in investment decision rather than the loss averse heuristic, which does not have a significant impact. When modeled as a higher-order construct, heuristics demonstrate a significant positive relationship with investment decision-making. The findings suggest that robo-advisory usage may moderate the relationship between heuristics and investment decision-making, and it is therefore possible to assume that it may influence heuristic-driven decision tendencies. Also, the influence of heuristics on investment decisions flows through risk perception implying that the findings contribute to behavioral finance literature by clarifying how heuristic tendencies influence investment decision-making through perceived risk. The study offers practical insights for financial institutions regarding the potential role of digital advisory technologies in investor decision support.

Discover Psychology
Bahauddin Zakariya University (PK), Binus University (ID), University of Brawijaya (ID), DHA Suffa University (PK)
Peace, Justice and strong institutions
Openalex Percentile: Top 5%
Decision-Making and Behavioral Economics
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.