Research & Frameworks

The Research Behind
Device Financing
Risk Management

In-depth frameworks, data, and implementation guides for lenders, telecoms, and fintechs building or scaling device financing portfolios. Written for practitioners, not theorists.

8+

Whitepapers published

5

Topic areas covered

2,000+

Downloads to date

Quarterly

New research added

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Risk Management

Building a Risk Scoring Framework for Device Financing at Origination

How to design a scoring model that uses alternative signals alongside bureau data — covering signal selection, threshold calibration, and how device enforcement changes the risk math.

Collections

The Economics of Automated Collections in Device Lending

A detailed cost analysis of automated vs agent-led collection models — unit economics, contact rates, recovery timelines, and the break-even point for automation investment.

Market Research

The Underbanked Smartphone Financing Opportunity in South Asia

Market sizing and customer segmentation for device financing among thin-file and first-time borrowers — addressable market, risk profile, and enforcement-enabled approval economics.

Integration

DFRM Platform Integration — Architecture Patterns and Implementation Timelines

Technical and operational considerations for integrating a device financing risk platform alongside existing LMS, collections, and CRM systems — REST API, Android SDK, and webhook patterns.

Compliance

Regulatory Landscape for Device-Level Enforcement in India and Bangladesh

What regulators currently require, what is permissible under existing frameworks, and what due diligence looks like for NBFC and fintech lenders deploying device-level enforcement.

Risk Management

Device Fraud in Consumer Lending — Detection Signals and Response Frameworks

How grey-market resale, SIM-swap fraud, and coordinated fraud rings operate in device financing portfolios — and the detection signals that surface before a payment is ever missed.

Collections

From Call Centre to Enforcement Engine — Redesigning the Collections Stack

How lending operations teams can restructure collections around automation and device enforcement — headcount implications, workflow redesign, and what the transition looks like in practice.

Market Research

Telecom Device Financing — NPA Benchmarks and Risk Control Maturity Model

A maturity model for risk control in telecom device financing — from no controls through full DFRM platform deployment — with NPA benchmarks at each stage based on live portfolio data.

Compliance

Data Minimisation and Audit Trail Requirements for Device Financing Platforms

What data you actually need to run a DFRM platform, how to avoid collecting more than necessary, and what a defensible audit trail looks like when regulators or auditors come asking.

Questions About the Research

About how the whitepapers are produced and who they're written for.

Lending operations teams, risk managers, product leads, and technical teams at NBFCs, fintechs, telecoms, and retailers. The content assumes working knowledge of lending operations — it's written for practitioners, not for an introductory audience.
Research draws on data from Loksiz's active deployments (anonymised and aggregated), publicly available regulatory filings, and interviews with lending and risk professionals across India and Bangladesh. Sources are cited within each paper.
Yes. We ask for an email address to deliver the PDF, but there's no paywall, no sales call requirement, and no follow-up sequence you can't opt out of. The research stands on its own.
Yes — internal sharing is encouraged. If you want to share externally or cite the research in your own publication, please attribute to Loksiz and link back to this page.
Roughly quarterly — published when a topic is ready to be covered in depth, not on a content calendar. Subscribe above to be notified when a new paper drops.
Yes. If there's a specific aspect of DFRM, compliance, or market dynamics you'd like covered, reach out via the contact page. Frequently requested topics move up the research queue.

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