Editorial Standards
JPVFin covers money — a topic where accuracy matters. This page explains how our articles are researched, sourced, and kept current, so you can judge the analysis on its merits.
Who writes JPVFin
The blog is written primarily by one analyst — a software engineer with 15+ years of experience and a background in AI, with over 8 years of investing and trading in Indian markets. We publish under the JPVFin brand rather than a personal byline so the work stands on the strength of its analysis and data.
How we research and source
- We build our analysis on primary sources wherever possible — company filings and results, and official data from regulators and institutions such as the RBI, SEBI, NPCI, and the exchanges.
- Every article that uses external data links to its sources and references, so you can verify the numbers yourself.
- Worked examples and calculations are computed independently and double-checked before publishing.
Accuracy and fact-checking
Figures are cross-checked against their source before an article goes live. If we get something wrong, we correct it and note the change. Spotted an error? Email us and we will review it promptly.
Keeping content current
Financial data ages quickly. We timestamp the data in our articles, show a published and last-updated date on every post, and refresh time-sensitive pieces — such as quarterly results and current rates — when the facts change.
Independence
No paid promotions and no undisclosed sponsorships. Any affiliate or sponsored relationship, if it ever exists, will be disclosed clearly on the page. Our analysis reflects our honest view, not a paid position.
Education, not advice
JPVFin publishes educational analysis, not personalised financial advice. We are not registered investment advisers. Nothing here is a recommendation to buy or sell any security — always do your own research and consult a registered adviser before making an investment decision.
Independent analysis
Every article reflects our own independent research, data analysis, and conclusions. The insight and opinions are ours, and we stand behind the accuracy of the data and charts we publish.
Contact
Questions about our methodology, or a correction to suggest? Email contact@jpvfin.com.