About TheFinSense

A financial research site built for readers who want to see the reasoning, not just the result.

TheFinSense publishes independent financial education and original research grounded in sourced evidence, visible assumptions, and reproducible calculations.


TheFinSense covers portfolio costs, taxes, brokerage mechanics, retirement accounts, market structure, financial statements, valuation metrics, and long-horizon investment models. Some pages explain a rule. Others compare products, test a claim, or publish original findings.

The working standard is simple: a material claim should point back to the source that supports it, a model should show the assumptions that drive it, and a conclusion should stay inside the evidence. When evidence is incomplete, stale, contested, or too weak, the limitation is stated or the claim is left out.

The goal is not to make finance sound dramatic. It is to make it legible.

What readers should expect

The source, the assumptions, and the limit should all be visible.

The source

Official data, filings, issuer documents, academic research, and original datasets are used when they directly answer the question.

The assumptions

Rates, dates, denominators, time horizons, timing conventions, and exclusions should be explicit when they materially affect the result.

The limit

Current snapshots, historical comparisons, scenarios, and backtests answer different questions and are not presented as interchangeable proof.

Featured research

The Q1 2026 Balance Sheet Stress Report

TheFinSense’s published working paper reviews the most recent available 10-Q or 10-K filings for 396 S&P 500 non-financial companies and proposes a three-regime framework for cases in which conventional debt-to-equity analysis becomes unstable or mathematically undefined.

It is presented as an independent working paper rather than peer-reviewed journal research, with public records available through TheFinSense Studies, SSRN, and Zenodo.

Danny Hwang, Quant Analyst and Founder of TheFinSense

Founder and author

Danny Hwang

Quant Analyst & Founder, TheFinSense

Danny Hwang is an independent financial researcher focused on portfolio costs, market structure, financial statements, valuation metrics, and the assumptions behind long-term investment models.

Standards and corrections

TheFinSense separates sourced facts, modeled estimates, and editorial judgment. Material corrections are disclosed when they change a number, method, conclusion, or reader decision. Routine copy edits are not presented as research events.

Financial disclosure: TheFinSense publishes general, impersonal financial education and independent research. It does not provide individualized investment, tax, accounting, or legal advice, and it does not promise or guarantee investment results.