Disclaimer: Independent educational project. Not affiliated with JPMorgan Chase. Built by Kaushal Khodifad. Data from public sources; figures are estimates.return to portfolio
Disclaimer: Independent educational project. Not affiliated with JPMorgan Chase.

Intelligence · GenAI on curated products

Portfolio dashboards

Headline analytics computed server-side over the full 50,000-transaction synthetic dataset. The aggregate subset surfaced to a co-brand partner (acquisition, spend, redemption, co-marketing) is exactly the partner-facing lens described on the Partner Environment surface.

Approved spend
$2.2M
50,000 txns
Approval rate
96.5%
48,273 approved
Fraud rate
0.89%
447 flagged
False-decline rate
3.01%
declined, non-fraud

Approved spend by merchant category

top categories by MCC

Monthly spend & approval rate

approved spend (bars) vs approval rate (line)

Fraud rate by merchant risk tier

card-not-present + high-risk MCCs drive fraud

Attrition rate by tenure

voluntary attrition - model target signal

Points earned
30,098,486
Points redeemed
12,007,443
Outstanding rewards liability
18,091,043

↑ Independent educational project by Kaushal Khodifad. JPMorgan Chase is a real company in the card data & analytics space; this design and the underlying prototype were built by Kaushal as a portfolio study. Not affiliated with, endorsed by, or representative of JPMorgan Chase's actual product. Data is from public sources. Figures are estimates.

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