How We Evaluate Credit Cards — CashBackBunny Methodology
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Methodology

How we evaluate
credit cards

We rank cards using one goal: maximize real-world value for your spending profile. Net rewards after fees, realistic point values, and low friction. Tradeoffs stated early so you can decide fast.

Updated May 25, 2026 U.S. focused Consistent scoring Affiliate disclosure below
What we optimize
Net value
Rewards minus fees, with realistic redemption assumptions and stated tradeoffs.
What we avoid
Inflated hype
No "best for everyone" claims. No point values designed to sell a card.
What matters most
Fit + friction
A great card is useless if it's hard to use, hard to redeem, or hard to keep.

Our principles

Our pages are built for fast decisions. We keep the same structure across categories so you can compare quickly. Fees, restrictions, and "who should skip this" appear before the apply button — never buried at the bottom.

Realistic assumptions

We use conservative point values and explain them. No best-case scenarios as defaults.

Net value first

Annual fee, credits, and caps matter as much as headline earning rates.

Low friction wins

Rotating categories and complex redemptions lower real value for most people.

Risk control

If you carry a balance, rewards almost always lose to interest costs. We say it plainly.

One card per job

Every pick is anchored to a specific spending profile. "Best for everyone" is not a category we use.

Tradeoffs early

Every recommendation includes who should skip it — not just who it fits.

The simple rule

Pay in full each month. If that is not realistic for you right now, start with a low-interest or balance transfer card and skip rewards-first cards entirely until you can.

What we do not do

We do not claim a single best card for everyone. We do not hide fees or restrictions in fine print. We do not assume premium travel redemptions by default. We do not inflate point values to make a card look better than it is.

Our scoring model

We score cards across consistent buckets, with emphasis adjusted by category — a cashback card is not judged like a premium travel card. The goal stays the same: highest net value for the right user profile.

Our editorial score (shown as a star rating on card pages) is a weighted composite. No single factor dominates. A card with an exceptional welcome bonus but weak ongoing value does not outscore a card that consistently performs month after month.

Cashback & no-fee cards Everyday value
Net value (fees, caps, credits)High · 30%
Everyday earning & simplicityHigh · 25%
Welcome bonus attainabilityMed · 20%
Friction (rotating, portals)Med · 15%
Issuer track recordMed · 10%
Travel rewards cards Redemption value
Point value & redemption optionsHigh · 30%
Annual fee offset (credits, perks)High · 25%
Earning rates & transfer partnersMed · 20%
Rules, restrictions & fitMed · 15%
Issuer track recordMed · 10%

What "net value" means

We look at what you can realistically extract over a year — not just the signup headline. That includes the annual fee, credits that are genuinely easy to use, category caps, redemption rules, and typical household spend by category.

We use a sample annual budget based on Esri consumer spending data: roughly $5,200/yr groceries · $3,700/yr dining · $2,200/yr gas · $2,200/yr travel · $4,900/yr utilities/bills · $4,000/yr general purchases. We adjust for each card's specific category structure.

Example — two $0 annual fee cards, same spend profile
Card A — 2% flat
Annual rewards earned$444
Annual fee$0
Usable credits$0
Net value$444
Card B — 1.5% flat + 3% dining
Annual rewards earned$388
Annual fee$0
Usable credits$0
Net value$388
Card A wins on net value for this spend profile — flat rate beats the dining bonus here because non-dining spend is larger.

How we value points & miles

Point values depend entirely on how you redeem. We do not use aggressive best-case valuations as a default. We prefer conservative baselines that match what most people can actually achieve without heavy optimization or flexibility requirements.

  • Cash-out as a floor. When a program offers cash redemption, we treat that as the minimum value floor.
  • Transfer partner ranges. We value transfer partners using realistic ranges, not a single inflated headline number.
  • Effort disclosed. When high value requires booking flexibility, availability, or research, we say so explicitly.
  • Headline vs. expected. We separate the best-case value from the value most users will realistically achieve.
Our conservative baselines (May 2026)

Chase Ultimate Rewards: 1.5¢ cash / up to 2.0¢ via transfer

Amex Membership Rewards: 1.0¢ cash / up to 2.0¢ via transfer

Capital One Miles: 1.0¢ fixed / up to 1.85¢ via transfer

Citi ThankYou Points: 1.0¢ cash / up to 1.7¢ via transfer

Transfer values reflect realistic redemptions, not maximum theoretical yield.

Currency
Cash value
Transfer est.
Notes
Chase Ultimate Rewards
1.0¢–1.5¢
~2.0¢
Best via Hyatt, United, Air France. 1.5¢ via Chase Travel portal with Reserve.
Amex Membership Rewards
0.6¢–1.0¢
~2.0¢
Strong with Air France/KLM, ANA, Avianca. Cash redemption is low — transfer adds most value.
Capital One Miles
1.0¢
~1.85¢
Fixed 1¢ vs. travel purchases. Strong with Air Canada Aeroplan, Turkish Miles&Smiles.
Citi ThankYou Points
1.0¢
~1.7¢
Best with Turkish Airlines, Air France/KLM. Cash value varies by card tier.
Cash back (statement credit)
1.0¢
Fixed. No optimization needed. The benchmark all other programs must beat.

APR and interest risk: if you carry a balance, interest charges wipe out rewards fast. A card earning 2% cash back on a 20% APR balance costs 18% net. Rewards are a bonus — never a reason to borrow.

Our review process

Every card page goes through a consistent review cycle before publication and whenever a material change is detected.

01
Source directly

All data pulled from issuer websites and cardmember agreements. No press releases or third-party summaries.

02
Score against profile

Each card is scored inside a defined spending profile — not generically against all cards at once.

03
State the tradeoff

Every recommendation includes who should skip it. No card is presented as universally correct.

04
Flag ambiguity

If a term is unclear or issuer-dependent (e.g. "eligible streaming"), we note it and link to the source.

05
Monitor & update

We track material changes — welcome bonuses, annual fees, earn rate shifts — and update pages promptly.

06
Date every page

Every page shows a last-updated date. We do not hide stale content behind evergreen titles.

Keeping pages accurate

Credit card terms change frequently — welcome bonuses rotate, annual fees increase, earn structures shift. We review key pages on a rolling basis and update when we detect material changes.

  • Trigger-based updates: fee changes, earn rate adjustments, benefit removals, new welcome offers.
  • Consistency checks: same scoring logic applied across all cards in a category.
  • Clarity checks: tradeoffs visible above the fold, not buried below the apply button.
  • Monthly Moves: our dedicated page tracking the most important offer changes each month.
Corrections policy

If you spot an error — a rate, fee, or term that has changed or is wrong — use our contact page. Include the card name, the section with the issue, and a link to the issuer's current page. We investigate and update promptly. All corrections are reflected in the page's last-updated date.

Editorial independence

CashBackBunny is independently published by CashBackBunny LLC. We may earn compensation from partners when you apply through certain links, but compensation does not set our conclusions or determine rankings.

Our goal is to recommend the best fit for each user profile using consistent criteria — even when the highest-paying affiliate option is not the right choice for the person reading.

Cards without affiliate arrangements are included when they represent genuine value. The Alliant Cashback Visa, Discover it Student, and Citi Diamond Preferred are current examples of cards we feature with no or minimal affiliate relationship.

What compensation can and cannot do

Can: Influence where a card appears within a tier of similarly-rated cards.

Cannot: Change a card's score, move it into a category it does not qualify for, suppress a competitor that scores higher, or cause us to omit a material tradeoff.

Primary sources

Affiliate disclosure

Affiliate disclosure: CashBackBunny LLC may receive compensation when you apply through certain links on this site. This compensation may influence where products appear on a given page, but it does not change our scoring methodology, evaluation criteria, or editorial conclusions. Cards are evaluated based on net rewards value, earn structure, fee math, welcome bonus attainability, simplicity, and fit for the stated spending profile. We include cards without affiliate arrangements when they represent genuine value for a specific use case. Offers and terms change frequently — always verify rates, fees, bonus details, and eligibility directly on the issuer's website before applying. This content is for informational purposes only and does not constitute financial advice. CashBackBunny LLC is not a bank, lender, or financial advisor.
Last updated: May 25, 2026 · CashBackBunny LLC · © 2026 All rights reserved.