FinTech and economic growth research support

02 / 06 — Research design

The methods chapter was built around a defensible epistemological position.

MMK advised on the research design chapter, helping the researcher articulate and defend the epistemological position underlying the mixed-methods approach. The chapter explained why quantitative indicators alone were insufficient to capture the adoption mechanisms under study, and why qualitative evidence was necessary to contextualise the quantitative findings — not just supplement them.

03 / 06 — Quantitative analysis

Economic indicators were selected with a clear link to the research argument.

The quantitative strand involved selection and analysis of economic indicators relevant to the research argument: financial inclusion measures, GDP growth components, credit penetration rates, and digital transaction volume data. Indicators were selected because they were theoretically connected to the mechanisms the research was examining — not because they were available.

Regression analysis was used to examine the relationship between FinTech adoption proxies and growth indicators, with results interpreted within the limits of what the data structure allowed.

04 / 06 — Qualitative coding

NVivo coding was structured to answer the research question, not just organise themes.

The qualitative strand involved interview data coded using NVivo. MMK advised on the coding framework — designing a scheme that would produce outputs capable of answering the specific research questions, not just generating thematic categories. The distinction matters: theme generation and question-answering require different coding disciplines.

Coding outputs were documented in the appendix with sufficient transparency for an examiner to trace the connection between raw interview content and the categories used in the findings chapters.

05 / 06 — Synthesis and findings

Integration of quantitative and qualitative findings required explicit bridging logic.

The findings chapters synthesised quantitative regression outputs with qualitative interview evidence using a staged integration approach. Quantitative patterns were presented first, then qualitative evidence was used to explain the mechanisms behind the patterns — not simply to illustrate them. The distinction between explanation and illustration matters for the credibility of a mixed-methods argument.

06 / 06 — Deliverables

Full chapter architecture with appendices, coding outputs, and evidential trail.

MMK delivered: research design and methods chapter, structured literature review with evidence gap mapping, quantitative analysis section with indicator documentation, NVivo coding outputs and documentation, findings and discussion chapters, and a full appendix package with interview evidence and coding trail. The package was structured so that each chapter could stand independently for revision while maintaining coherence as a whole.