Jessie
Consumer-facing editorial
A calculator is only useful if the reader walks away knowing what to do with the number.
Jessie writes the consumer-facing editorial at PennyCalc - the explanations, guides, and evaluation pieces aimed at people making an actual decision rather than studying the theory. Her background is as a management consultant (ex-MBB), where the job was turning messy detail into a clear recommendation, and that is the register she writes in here: plain, direct, and skeptical of numbers that arrive without context.
She covers the paycheck, 401(k), Roth IRA, and self-employment tax tools, the how-to guides that sit alongside them, and framework pieces like how to evaluate a calculator. Her test for any page is whether a financially literate reader walks away able to act, not just informed.
The way most personal finance content fails the reader is by treating the math as the answer. The math is the input. The answer is "given this number, what should you actually do?" - and that's a question that depends on the reader's tax situation, their employer's match policy, their income volatility, their household structure, and what they're optimizing for over what time horizon. The pages that bear Jessie's byline are the ones that surface those layers explicitly so a reader can put themselves in the picture.
What Jessie covers
My editorial standards
- The reader is intelligent and busy. Every paragraph earns its space. If a sentence doesn't change what the reader does or how they think about a number, it gets cut.
- Lead with the actionable, not the academic. Pages start with "here is the move" before "here is the theory." Theory follows, for the reader who wants it.
- Disclose the trade-off, not just the recommendation. Roth vs. traditional, lump sum vs. monthly, payoff vs. invest - every recommendation surfaces the case where the opposite is the right answer.
- No engagement bait. No "you won't believe these tax tricks" headlines, no fake urgency, no manufactured controversy. The audience is here for the math; the writing serves the math.
- State the year and the source on every numeric claim. Tax brackets change. Contribution limits change. Social Security wage bases change. Every figure ships with the year it applies to and the source it came from.
How I verify a fact before it ships
- Paycheck figures: state Department of Revenue tax tables and withholding instructions, cross-checked against the IRS Publication 15-T withholding methods for federal.
- Retirement plan rules: IRS Notice for current-year limits, then the SECURE Act 2.0 final regulations for the catch-up and Roth catch-up mechanics.
- Self-employment tax: IRS Schedule SE instructions plus Pub 334 for the deductibility of the employer-equivalent half.
- State-by-state variation: where it matters (paycheck pages especially), the working list is built from the state DOR site directly, not a secondary aggregator - aggregators lag the state updates.
Signature work
A framework piece, not a comparison, that surfaces what a good PITI tool needs to include. Reframes the buying decision around the assumption layer, not the headline payment.
The calculator that handles the actual phaseout ranges rather than treating Roth IRAs as either fully allowed or fully blocked. Pairs with the "should you backdoor it" decision framework.
Written for the freelancer-turned-S-corp moment in someone's career, when the "just file as a sole prop" advice stops being right. Walks the math both ways.
The explainer most paycheck guides skip. Names every line item, what it actually represents, and where the number came from.
Recent posts by Jessie
- 2026 401(k) Contribution Limits
- 401(k) Calculator 2026: Match, Catch-Up, Projected Balance
- 401(k) Contribution Limit History (1987-2026)
- Bonus Tax Calculator: Withholding vs. Filing (2026)
- How to Evaluate a Mortgage Calculator: 7 Key Features
- How to Read Your Pay Stub (2026 Guide)
- HSA Contribution Limit History (2004-2026): Self-Only
- Paycheck Calculator: All 50 States, FICA, 401(k) (2026)
- Retirement Calculator: 4% Rule + Drawdown (2026)
- Roth IRA Calculator with MAGI Phaseouts (2026)
- Roth IRA Contribution Limit History (1998-2026)
- Salary After Taxes: $40K to $200K Take-Home (2026)
- Self-Employment Tax 2026: Rates and Deductions
- Self-Employment Tax Calculator: SE Tax + QBI (2026)
- Social Security COLA History (1975-2026)
- Social Security Wage Base History (1937-2026): Annual Cap
- Take-Home Pay Map: Best States by Salary (2026)
- Tax Bracket Calculator: Marginal vs. Effective Rate (2026)
- Tax Calculators (2026)
Working with the team
Jessie's collaboration pattern is the reverse of Josh's: a tool ships from Josh and Michael with the math right, then Jessie writes the editorial layer that turns it into a usable page for the reader who isn't already comfortable with the math. On the framework pieces (how to evaluate a mortgage calculator, the Roth-versus-Traditional decision page), the order flips - Jessie drafts the framework, then asks Josh and Michael to stress-test it against actual implementations.
What I'm working on now
Currently drafting the Traditional vs. Roth IRA decision framework - the page that turns the calculator's break-even analysis into an actual recommendation by income bracket and time horizon. After that, the I-Bond and TreasuryDirect guide, which is a topic the personal finance internet covers badly.
Spotted an error?
Clarity issues, missing context, and "this section assumes I already know X" feedback get incorporated in the next pass on the page. The fastest path: [email protected], subject line "Jessie / [page URL]". You'll get a reply, and probably a question back.
PennyCalc is a team of data people who build the financial tools they use themselves. Read more about how we work on the about page and how we source every figure in our methodology.