Causal Inference of The Impact of Digital Inclusive Finance Development on Household Asset Allocation Diversity Under Cognitive Ability Constraints

ABSTRACT : Clarifying the micro-conducting mechanism of digital inclusive finance under the constraint of cognitive heterogeneity is the key to preventing the "digital divide" from evolving into "wealth stratification". This paper constructs a stochastic dynamic optimization model with endogenous cognitive thresholds and innovatively introduces Monte Carlo simulation to construct the process of generating counterfactual data to confirm the robustness of the causal identification strategy in a limited sample. Empirical findings show that the enabling effect of digital inclusive finance on the diversity of household asset allocation presents a significant "J-shaped" nonlinear characteristic. There is a precise structural mutation point in cognitive ability, and below the threshold, the technology supply falls into an "ineffective trap"; only after crossing the threshold, the optimization benefits of configuration release explosively. The Monte Carlo evidence further confirms that the traditional linear model that ignores this threshold has a serious negative estimation bias. The conclusion of this paper implies that the high-quality development of inclusive finance urgently needs to shift from simply "technology access" to "cognitive empowerment" to block the intergenerational transmission of inequality.

Authors

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-02-10
DOI
https://doi.org/10.5281/zenodo.18594625
Primary Topic
Microfinance and Financial Inclusion
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Causal Inference of The Impact of Digital Inclusive Finance Development on Household Asset Allocation Diversity Under Cognitive Ability Constraints

Derek Doi
Zenodo (CERN European Organization for Nuclear Research)
Microfinance and Financial Inclusion
article

Causal Inference of The Impact of Digital Inclusive Finance Development on Household Asset Allocation Diversity Under Cognitive Ability Constraints

Derek Doi
article en

Abstract

ABSTRACT : Clarifying the micro-conducting mechanism of digital inclusive finance under the constraint of cognitive heterogeneity is the key to preventing the "digital divide" from evolving into "wealth stratification". This paper constructs a stochastic dynamic optimization model with endogenous cognitive thresholds and innovatively introduces Monte Carlo simulation to construct the process of generating counterfactual data to confirm the robustness of the causal identification strategy in a limited sample. Empirical findings show that the enabling effect of digital inclusive finance on the diversity of household asset allocation presents a significant "J-shaped" nonlinear characteristic. There is a precise structural mutation point in cognitive ability, and below the threshold, the technology supply falls into an "ineffective trap"; only after crossing the threshold, the optimization benefits of configuration release explosively. The Monte Carlo evidence further confirms that the traditional linear model that ignores this threshold has a serious negative estimation bias. The conclusion of this paper implies that the high-quality development of inclusive finance urgently needs to shift from simply "technology access" to "cognitive empowerment" to block the intergenerational transmission of inequality.

Zenodo (CERN European Organization for Nuclear Research)
Westlake University (CN)
Openalex Percentile: Top 65%
Microfinance and Financial Inclusion
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.