Did households around age 35 have more money left after ordinary costs?
A same-age comparison of income after all personal taxes, paycheck-like deductions, household costs, flexible spending and transfers, and remaining cash in 1989, 2007, and 2022.
Monthly breathing room for households around age 35
The original breathing-room model below separately counts mortgage, vehicle and education payments. The expanded cash-flow data also covers additional consumer-debt payments, income shares, shortfall rates, consumption accounting and debt-balance breakdowns.
Median monthly breathing room
Who is represented in this result?
The headline median covers the selected survey population, including zeros. The conditional median below describes only the families named in the row. A zero overall median does not mean nobody holds the asset or debt or makes a payment.
Average household cash-flow decomposition
This table uses weighted cohort means. The displayed average rows reconcile exactly to the displayed subtotals. The chart and percentile panel use separate household median and distribution estimates.
Transportation calculation details
What the average transportation total contains
The component rows add to the average routine-transportation total in the main decomposition and are not subtracted a second time.
What transportation includes: Fuel and motor oil; insurance, maintenance and repairs, leasing, licensing, and local transportation; and the vehicle-payment treatment defined by this tool. Vehicle purchases and out-of-town travel are excluded.
Published-table cross-check for ages 35–44: Overall transportation averaged $15,111 in 1989 versus $15,220 in 2022 after inflation. Gasoline and motor oil rose from $2,766 to $3,818. The selected household medians above can differ from that broader age-group mean. See the component table.
Official total-expenditure and housing cross-checks
What the source totals say
The official total-expenditure row is the CEX all-category aggregate. “Cash after official total expenditures” starts with before-tax income, subtracts net federal and state income taxes, then subtracts that aggregate; Social Security and retirement deductions are already inside the CEX total and are not subtracted again. A negative modeled remainder is not an observed saving rate: spending calibration and costs combined from separate surveys can change its sign.
The housing difference compares the CEX housing aggregate with the site’s separately sourced direct-housing estimate plus its listed utilities, internet, household-operations, childcare, and furnishings rows. It measures source substitution and category alignment; it is not an additional expense.
Sampling uncertainty and model sensitivity
The 95% normal confidence intervals include CEX sampling and income-imputation variance plus approximate donor-sampling uncertainty for housing, SCF debt components, paid childcare, and the 1989 paid-video bridge. This is not complete design-based uncertainty for the cross-survey remainder: zero-heavy payment distributions can have zero quartile-based donor error despite substantial payments among some families. Separate model ranges include declared specification variants and three alternate within-region imputations for suppressed public-use states; they do not guarantee that all uncertainty has been measured.
Definitions and source notes
How to read groceries: Equal inflation-adjusted spending means equal real outlay; it does not show whether households bought the same quantity, quality, nutrition, convenience, or product mix.
How health insurance is handled: Premiums paid by the household are shown above as a paycheck-like deduction. The medical-care line contains services, prescription drugs, and medical supplies. Employer-paid premiums remain outside the household cash-flow measure.
How to read internet and paid video: These rows measure household-paid expenditure captured by CEX, not access, service availability, or subscription ownership. Expand a row for its source and estimation method.
What personal care includes: Hair products, oral-hygiene products, shaving supplies, cosmetics and bath products, personal-care appliances, and services such as haircuts. Because these are frequently purchased items, the line uses the expected monthly cost from matched CEX Diary households rather than a zero-heavy quarterly median. The published age-35-to-44 population mean was $999 in 1989 after general inflation versus $986 in 2022; the narrower household slice above can differ.
How to read apparel: This is the BLS “apparel and services” category, not a clothing-price index. The published age-35-to-44 population mean fell from $4,920 in inflation-adjusted 1989 spending to $2,632 in 2022. That measures general-purchasing-power outlay, not clothing quantity, durability, quality, or retail prices. Historical apparel and personal-care cells show the source-period cash equivalent when expanded.
What “other entertainment” includes: Fees and admissions; audio and visual equipment and services other than the separately displayed paid-TV/video amount; pets, toys, hobbies, and sports equipment; cameras; and other entertainment supplies and services. CEX also includes boat and camper down payments in this broad aggregate.
How to read a zero or tiny value: A displayed zero is a rounded expenditure estimate, not a claim that households lacked, never used, or never purchased the underlying good or service. Expand the row for the estimator and source boundary.
What the median leaves out
2022 reference cohort · Millennial · Born 1985–1989
The 25th percentile, household median, and 75th percentile show how widely outcomes vary inside this cohort.
Loading all three cohort estimates.
The comparison checks every pairwise direction against the registered sampling and model-sensitivity ranges.
The Historical Norms point estimates are $1,020 a month in 1989, $1,440 a month in 2007, and $1,520 a month in 2022, all in 2022 dollars. These are descriptive estimates for similarly aged households in three periods, not the same families followed over time. The model-sensitivity comparisons below determine whether an ordering survives the tested assumptions.
The calculation starts with each CEX consumer unit’s income before personal taxes. Income and other personal taxes plus Social Security and Medicare payroll tax are removed before the income-after-all-personal-taxes subtotal. It then subtracts retirement contributions, household-paid health-insurance premiums, life and other non-health personal insurance, direct housing, household operations, utilities and telephone service, separately captured home internet where the source field exists, paid television and video services, groceries, medical care excluding insurance premiums, fuel and other operating transportation costs, apparel, and expected personal-care costs from matched CEX Diary households. The 1989 files do not support a separate home-internet line and cannot establish where or whether a payment was recorded. Historical Norms also uses each year’s observed student-loan payment distribution, vehicle-payment distribution, and household-level observed or imputed paid-childcare spending. The chart reports the weighted household-level median and distribution. The cash-flow table uses additive cohort means so every displayed subtotal reconciles exactly.
The table then shows mean recorded flexible spending and transfers (restaurants and other food away from home, other entertainment, furnishings and equipment, travel transportation, education, alcohol, tobacco, gifts, miscellaneous spending, and reading) and the mean unallocated cash remaining after those categories. At this point, retirement contributions were already deducted with the paycheck-like deductions. The official-budget accordion provides a separate cross-check against the CEX all-category expenditure total.
The original CEX total-expenditure balance produces average remaining cash of about $70 in 1989, $1,050 in 2007, and $1,510 in 2022 per month in 2022 dollars. This is not measured saving: expenditure definitions, balance-sheet transactions and survey residuals all affect it.
A negative modeled remainder is not evidence that most actual families overspent. Calibration to official spending means and combining costs from separate surveys can change its sign. The CEX total-expenditure balance in the official-budget accordion is not a complete saving measure or a replacement for the reconstructed cash budget.
Scenario Lab separates counterfactuals from history
Scenario Lab can select education debt financing one or two coded adult beneficiaries, one or two observed car-payment profiles, or paid care for one or two children. The education and care controls impose a common 2022-dollar obligation definition across all three years. Car-payment profiles instead draw from each year’s observed households with the selected number of positive car payments, and they exclude payments identified only as other vehicles, such as aircraft. The one- and two-payment pools describe different observed households, not identical vehicles or loan contracts: two cheaper payments can total less than one expensive payment, and different distributions can move means and medians differently. Each profile’s cost is deducted from its own no-car baseline; a higher remainder in the two-payment profile is not evidence that adding debt improves the same family’s finances. Historical Norms answers a different question: what mix of obligations did households in each period actually face?
The education-debt scenarios use the 2022 full SCF loan grid, whose relationship codes identify whose education was financed, not who legally owes the debt. The one-adult profile draws the household’s total balance financing exactly one coded respondent or spouse/partner beneficiary. The two-adult profile adds one positive individual-beneficiary balance drawn from households financing both coded adult beneficiaries. A spouse/partner code does not establish that the person is currently present or reveal their current age. Debt financing other people’s education is excluded from these modeled profiles but retained in Historical Norms. Each modeled balance is converted to a standard ten-year payment at 4.99%, a historical modeling assumption rather than a current loan quote; no donor draw is floored or rewritten.
What the historical comparison includes
Mortgage principal counts because it leaves the household’s checking account. Direct housing costs come from same-age, same-household, same-tenure official housing microdata: the 1989 and 2007 American Housing Survey national files and the 2022 ACS one-year housing file. Historical vehicle payments use the full SCF household distribution, including households with no reported vehicle payment and the source’s other-vehicle payments.
Home internet and paid television or video access count as ordinary participation costs. The 1988 and 1989 public files do not expose service-level television spending, so observed 1990 CEX households supply the donor distribution for those records. Restaurants and delivery, other entertainment, travel, alcohol and tobacco, gifts, furniture and upgrades, extra debt repayment, and non-retirement saving or investing remain outside the measure.
How much confidence to place in the result
The 95% normal confidence intervals include CEX sampling and income-imputation variance plus approximate donor-sampling uncertainty for housing, SCF debt components, paid childcare, and the 1989 paid-video bridge. This is not complete design-based uncertainty for the cross-survey remainder: zero-heavy payment distributions can have zero quartile-based donor error despite substantial payments among some families. Separate model ranges include declared specification variants and three alternate within-region imputations for suppressed public-use states; they do not guarantee that all uncertainty has been measured.The release runs the production estimate against alternative income-response treatments, fixed-age and central-year samples, leave-one-year-out pools, 2022-standardized household composition, independent and inverse-rank donor assignments, distribution-preserving missing-value imputation, partial and zero component calibration, retained source spending shapes, observed and alternative student-payment specifications, and alternate tax-unit, income-taxability, wage-assignment and suppressed-state specifications.
| Comparison | Tested range | Direction stable across tested variants? |
|---|---|---|
| 2007 minus 1989 | −$20 to $1,040 | No; the range includes zero |
| 2022 minus 1989 | −$70 to $1,120 | No; the range includes zero |
| 2022 minus 2007 | −$910 to $480 | No; the range includes zero |
A range spanning zero does not support a robust ordering. These bounds summarize registered model alternatives; they do not cover every possible modeling choice.