Business IdeasU.S. businesses · USD

Side-by-side scenarios · United States · USD

Bakery vs Coffee Shop

Compare opening commitments, annual operating results and the assumptions that drive break-even. Each column keeps its own business scope.

Bakery$260,000Opening capital

16.3% Year 3 EBITDA margin

Coffee Shop$155,000Opening capital

16.8% Year 3 EBITDA margin

What the two cases actually model

A shared metric definition does not make two businesses identical. Staffing, premises, equipment and throughput belong to the individual scenario.

Food & beverageIllustrative modeled scenario; editorial review pending

Bakery

What it costs to open a 1,400 sq ft leased retail bakery in the United States, what the model earns, and when operations break even.

Model scope
1,400 sq ft leased retail
Operating schedule
6 per week
Staffing assumption
7 FTE at maturity

Record updated

Read this case’s assumptions and evidence →
Food & beverageIllustrative modeled scenario; editorial review pending

Coffee Shop

What it costs to open a 1,000 sq ft leased neighborhood coffee shop in the United States, what the model earns, and when operations break even.

Model scope
1,000 sq ft leased café
Operating schedule
6 per week
Staffing assumption
5 FTE at maturity

Record updated

Read this case’s assumptions and evidence →

Line by line, on the recorded assumptions

Amounts come from the same content and calculation functions used on the detailed business pages. Compare the metric together with its unit and period.

Model inputs and outputs · USD · no winner is assigned
Metric and definitionBakeryCoffee Shop
Opening capitalOne-time base budget, including the recorded reserve$260,000$155,000
Opening capital scenariosDifferent launch scopes; endpoints are not confidence intervals$133,500–$480,000$100,000–$600,000
Year 3 revenueAnnual modeled sales$715,000$556,489
Year 3 EBITDABefore interest, tax, depreciation and amortization$116,400$93,672
Year 3 EBITDA marginEBITDA divided by revenue; not net margin or owner distributions16.3%16.8%
Price per sold unitRead each unit label; the units can differ$12.40Average ticket$8.50Average ticket
Daily volumeUse the scope above to interpret crew, route, machine or site capacity185Transactions per day210Transactions per day
Trading days per weekBase unit-economics schedule66
Monthly fixed costsUnit-economics input; distinct from annual expense rows$29,214$25,500
Contribution marginUnit-economics input, not annual EBITDA margin67.2%64.0%
Monthly break-even revenueContribution covers the fixed-cost assumption$43,473$39,844
Operating break-evenFirst modeled month covering fixed operating costs; not investment paybackMonth 718-month modeled horizonMonth 1118-month modeled horizon

These modeled values do not establish a better investment. Location-specific demand, funding requirements and owner compensation need their own review.

What each case spends money on

Opening costs are one-time commitments. The expense composition below uses Year 3 annual amounts and each case’s own accounting labels.

Bakery

Build-out and equipment
$165,000
Working capital reserve
$42,000
People and inventory
$20,000
Admin, legal and launch
$18,500
POS, furniture, signage
$14,500

Build-out and equipment carry most of the cost. The working capital reserve supports operations while the store builds repeat traffic.

Year 3 operating expenses

Food and packaging
$214,500
Payroll incl. taxes
$243,100
Occupancy and other operating
$141,000

Coffee Shop

Build-out and equipment
$92,000
Working capital reserve
$28,000
Furniture and service counter
$15,000
Deposits, permits and launch
$11,000
Opening stock and training
$9,000

Equipment and opening commitments are funded separately from the reserve that supports the initial trading ramp. These are planning allowances.

Year 3 operating expenses

Coffee, milk, food and packaging
$155,817
Payroll incl. taxes
$191,000
Occupancy and other operating
$116,000

How the annual results develop

Five model years from each forecast. EBITDA uses all three recorded expense rows; a margin difference alone does not identify its cause.

USD per year · model years, not calendar years · same definitions, different operating scopes
Model yearBakeryCoffee Shop
Year 1Revenue / EBITDA / EBITDA margin$498,000$29,600 EBITDA · 5.9%$389,542$22,860 EBITDA · 5.9%
Year 2Revenue / EBITDA / EBITDA margin$655,000$99,800 EBITDA · 15.2%$506,405$73,712 EBITDA · 14.6%
Year 3Revenue / EBITDA / EBITDA margin$715,000$116,400 EBITDA · 16.3%$556,489$93,672 EBITDA · 16.8%
Year 4Revenue / EBITDA / EBITDA margin$751,000$124,400 EBITDA · 16.6%$584,313$99,515 EBITDA · 17.0%
Year 5Revenue / EBITDA / EBITDA margin$789,000$133,000 EBITDA · 16.9%$612,138$105,359 EBITDA · 17.2%

Bakery: forecast basis

Year one runs at roughly 70% of mature volume while the neighborhood learns the store exists. Margin follows traffic, not price.

Coffee Shop: forecast basis

The base case builds volume over the opening years, then assumes measured sales growth. Payroll and overhead remain payable when sales are below plan.

Two operating ramps on one grid

Monthly contribution after fixed operating costs, on a common dollar scale. This is the opening-volume ramp; it is neither cumulative cash nor a seasonal forecast.

BakeryCoffee Shop
−$10,067$0$10,836Month 1Month 9Month 18
Monthly operating results: data table
Each case ends at its recorded horizon. These are monthly results, not cumulative cash.
MonthBakeryCoffee Shop
1−$8,388−$10,067
2−$6,986−$9,028
3−$5,585−$7,989
4−$4,183−$6,950
5−$2,781−$5,911
6−$1,379−$4,873
7$22−$3,834
8$1,424−$2,795
9$2,826−$1,756
10$4,228−$718
11$5,629$321
12$7,031$1,360
13$8,433$2,399
14$9,835$3,438
15$10,836$4,180
16$10,836$4,180
17$10,836$4,180
18$10,836$4,180

Volume sensitivity

Only daily volume changes below. Price, trading days, fixed costs, contribution margin and the ramp rule remain at the recorded base inputs. These endpoints are capacity assumptions, not probabilities.

Operating break-even month at each volume input
CaseLow volumeBase volumeHigh volume
BakeryTransactions per day120Not reached185Month 7250Month 2
Coffee ShopTransactions per day130Not reached210Month 11300Month 4

Strengths, tradeoffs and owner fit

Use the operating requirements to narrow your local research. Reviewed editorial context appears only where the content record supplies it.

Bakery

Reviewed strengths, tradeoffs and owner-fit findings are not yet available for this case.

What it costs to open a 1,400 sq ft leased retail bakery in the United States, what the model earns, and when operations break even.

Review the operating assumptions →

Coffee Shop

Reviewed strengths, tradeoffs and owner-fit findings are not yet available for this case.

What it costs to open a 1,000 sq ft leased neighborhood coffee shop in the United States, what the model earns, and when operations break even.

Review the operating assumptions →

Compare the five business-score dimensions

Editorial assessments · higher is more favorable · weights from the scoring methodology
DimensionBakeryCoffee Shop
Weighted total / 104.7business-ideas-v14.7business-ideas-v1
Barrier to entry15% weight · Higher means easier entry.5.0 / 10

A retail bakery can use conventional equipment and trained employees, but premises preparation and coordinated production setup create substantial commitments.

Assessment basis

Anchor 5: conventional premises and available equipment with a substantial committed opening. BLS documents trainable baking work and FDA explains the jurisdictional basis of food-service rules. The actual staffed retail premises requires production equipment, food-safe workflow and local approval checks. This supports established access rather than scarce specialist entry, while fixed bakery fit-out and a coordinated seven-FTE launch prevent anchor 6. The approved opening allocations are illustrative inputs, not independently quoted construction costs. Local premises suitability and applicable requirements remain to be checked.

[bls-bakers][scoring-fda-food-code]
5.0 / 10

A staffed neighborhood cafe uses available equipment and trainable service roles, but fit-out and coordinated food-service setup require committed spending.

Assessment basis

Anchor 5: conventional premises and equipment with substantial committed setup. The supplier's equipment list and FDA's model-code explanation support the physical and regulatory work involved. The actual leased cafe needs preparation, refrigeration, washing and customer-service arrangements; local approvals and landlord requirements remain site-specific. Its fixed shop and five-FTE launch prevent the smaller setup of anchor 6. The record's broad capital range and the separate Coffee research pack do not verify this site's installed cost or access.

[scoring-coffee-equipment][scoring-fda-food-code]
Competition20% weight · Higher means more favorable competitive conditions.4.0 / 10

The assumed neighborhood market is accessible but crowded with baked-goods alternatives, so ordinary product and service differences offer limited protection.

Assessment basis

Anchor 4: accessible but crowded conditions with common differences and price comparison. BLS describes bakery production in specialty shops and grocery settings; USDA identifies alternative food-purchase channels. Crowding is an explicit scenario assumption about a plausible competitive catchment, not a measured national or local count. Freshness, convenience and assortment are assumed ordinary differences, with no documented niche or protected customer access. The score requires local comparison of grocery, bakery and food-service alternatives before use for a particular site.

[bls-bakers][scoring-usda-food-outlets]
4.0 / 10

The assumed crowded neighborhood offers easy coffee substitution, with limited protection from ordinary menu and service differences.

Assessment basis

Anchor 4: accessible but crowded conditions with common differences and price comparison. NCA's original research documents substantial home preparation as well as away-from-home use; it does not count competing cafes. This conditional catchment includes chain and independent coffee offers plus home preparation, without a captive audience or proven niche. Convenience and drink quality are assumed ordinary differences, not demonstrated pricing power. Map local alternatives, price baskets, footfall and opening hours before treating the scenario as a site assessment.

[scoring-nca-spring-2026]
Demand stability25% weight · Higher means more stable demand.6.0 / 10

Everyday bread and snack purchases can recur through the year, while discretionary treats and substitution constrain the store's dependable demand.

Assessment basis

Anchor 6: repeat demand across much of the year and multiple customers, with spending sensitivity. BLS identifies everyday baked-food use and USDA distinguishes purchase channels. The scenario assumes a neighborhood mix of ordinary bread, snack and treat purchases, without adding a wholesale contract or celebration-only format. Routine occasions support the baseline, while customers can trade down or buy elsewhere. No store-specific seasonal or retention evidence establishes the documented, manageable fluctuations required by anchor 7. Local product mix and weak trading periods need review.

[bls-bakers][scoring-usda-food-outlets]
6.0 / 10

Habitual coffee consumption supports repeated visits, but drinking coffee does not guarantee buying it from this cafe.

Assessment basis

Anchor 6: repeat demand through much of the year with channel and spending sensitivity. The Spring 2026 NCA release supports habitual coffee use and identifies home preparation as a major alternative. The scenario assumes unrelated neighborhood customers with ordinary morning and daytime purchases, without an exclusive office account. Paid cafe visits can be reduced or moved elsewhere, and no local seasonal or retention record establishes anchor 7's manageable fluctuations. Neither national consumption nor the modeled transaction target verifies store-level demand.

[scoring-nca-spring-2026]
Margin ceiling20% weight · Higher means greater supported operating-profit potential.4.0 / 10

A surplus is possible within the approved scenario, but the seven-FTE payroll envelope leaves limited protection against realistic staffing and sales pressure.

Assessment basis

Anchor 4: a conditional mature surplus with limited room for routine cost variation. The approved third-year forecast remains an illustrative assumption. Its common sales-and-cost screen is positive, but a larger payroll correction combined with softer sales removes that buffer. BLS confirms that production and owner-management work both need coverage; the recorded seven-FTE budget has a tight average pay envelope before benefits and other employer costs. Full paid owner labor, role mix, local rates, waste and equipment maintenance must fit the costs for this assessment to apply. These binding staffing constraints prevent anchor 5; uncertainty alone is not the score. EBITDA excludes depreciation, interest, tax and replacement investment.

[bls-bakers][scoring-food-managers][cleaning-irs-payroll-2026]
4.0 / 10

The cafe can retain a conditional operating surplus, but staffing costs and transaction density leave limited room for ordinary pressure.

Assessment basis

Anchor 4: a mature surplus with a constrained operating buffer. The existing third-year model covers its stated costs in the common screen, while a larger payroll correction combined with softer sales removes that surplus. Supplier and BLS guidance identify equipment and daily management obligations; they do not verify sales or a roster. Five FTE, paid owner work, employer burden, preparation, cleaning, food waste, rent and maintenance must fit the recorded allowances. Validate local pay, peak service capacity and menu mix before relying on the result. Those staffing and traffic constraints prevent anchor 5; EBITDA excludes depreciation, interest, tax and replacement investment.

[scoring-coffee-equipment][scoring-food-managers][cleaning-irs-payroll-2026]
Owner dependency20% weight · Higher means less dependence on the owner's continuous involvement.4.0 / 10

Employees can make and sell routine products, but daily production planning, staffing and quality decisions remain with the owner.

Assessment basis

Anchor 4: independent routine staff work with daily owner coordination. BLS describes the management duties of a retail bakery owner. The seven-FTE format supports delegated production and counter work, conditionally on trained staff and the stated paid-labor budget. No allocated lead shift, decision authority or funded management replacement is documented, so headcount alone cannot support anchor 5. The assessment does not add an eighth worker or assume the owner works unpaid. Confirm production, ordering, opening/closing and absence responsibilities in a roster.

[bls-bakers][scoring-food-managers]
4.0 / 10

Employees can prepare and sell the menu, while the owner remains responsible for daily staffing, purchasing and service decisions.

Assessment basis

Anchor 4: routine service is delegated but daily owner coordination remains necessary. BLS describes the management responsibilities that accompany food service. The five-FTE format conditionally supports trained counter and preparation staff; it does not identify a lead with funded authority and cover across shifts. The owner remains inside the existing payroll envelope rather than being treated as free labor. No documented lead and procedures establish anchor 5. Confirm ordering, food-safety supervision, complaints, opening/closing and absence arrangements in the actual roster.

[scoring-food-managers]

Scores are editorial judgments about the stated operating scopes. They are not probabilities of success or investment recommendations. Read the five-component methodology →

Explore the planning files

The figures here are calculated from the website’s scenario records. Review the planned worksheets and written plan for each business before choosing a product.

Bakery

  • Startup costs and funding. Opening line items, working capital and the equity and loan funding split.
  • Scenarios. Compare volume, price and cost assumptions across three operating cases.
  • Dashboard. Review revenue, operating earnings, cash balance and break-even together.

Financial model purchase: Coming soon.

Coffee Shop

  • Startup costs and funding. Opening line items, working capital and the equity and loan funding split.
  • Scenarios. Compare volume, price and cost assumptions across three operating cases.
  • Dashboard. Review revenue, operating earnings, cash balance and break-even together.

Financial model purchase: Coming soon.

How far the comparison can go

Definitions are consistent, but the cases are not normalized to one city, staffing level, building or sales unit. Annual forecasts and monthly unit-economics sensitivities can use different fixed-cost assumptions.

Bakery: scope, limitations and input evidence

Illustrative modeled scenario; editorial review pending. The startup amounts, five annual P&Ls and calculator inputs reproduce the supplied Bakery C Chart-led reference. They are approved illustrative assumptions, not independently verified national averages. The annual forecast is rounded separately from the transaction calculator, which uses 4.33 weeks per month. Year 3 defines maturity. The specified contribution margin and fixed-cost split are a separate operating sensitivity, not a reconciliation of every annual expense. The lower budget assumes a fitted second-generation store and used equipment in a smaller metro. The upper budget assumes substantial renovation and new equipment in a primary metro. Annual figures are whole USD; fixed costs are monthly. The ramp, opening schedule, volume bounds and future growth are assumptions, not measured industry outcomes. The calculator holds contribution margin and fixed costs constant while price, volume and days change. The evidence register below maps every numeric input to its basis and source context. Payroll includes working-owner labor where relevant. Interest, income tax, owner distributions and property acquisition are excluded. Primary occupational data takes precedence for pay context; no comparable primary quote for these local project budgets was found.

Opening allocation. Build-out and equipment carry most of the cost. The working capital reserve supports operations while the store builds repeat traffic.

Annual forecast. Year one runs at roughly 70% of mature volume while the neighborhood learns the store exists. Margin follows traffic, not price.

The evidence register maps exact input fields to their basis. “Assumption” means the amount was selected for the scenario; the linked reference does not independently establish that amount.

Assumption: capital.total + 7 fields

The startup amounts, five annual P&Ls and calculator inputs reproduce the supplied Bakery C Chart-led reference. They are approved illustrative assumptions, not independently verified national averages. The annual forecast is rounded separately from the transaction calculator, which uses 4.33 weeks per month. Year 3 defines maturity. The specified contribution margin and fixed-cost split are a separate operating sensitivity, not a reconciliation of every annual expense. The lower budget assumes a fitted second-generation store and used equipment in a smaller metro. The upper budget assumes substantial renovation and new equipment in a primary metro.

  • capital.total
  • capital.low
  • capital.high
  • capital.items.0.amount
  • capital.items.1.amount
  • capital.items.2.amount
  • capital.items.3.amount
  • capital.items.4.amount
[sba-startup]
Assumption: forecast.years.0.revenue + 19 fields

Annual input values transcribed from the supplied approved Bakery C reference. External sources give context, not independent confirmation of this forecast.

  • forecast.years.0.revenue
  • forecast.years.0.costOfSales
  • forecast.years.0.payroll
  • forecast.years.0.occupancyAndOther
  • forecast.years.1.revenue
  • forecast.years.1.costOfSales
  • forecast.years.1.payroll
  • forecast.years.1.occupancyAndOther
  • forecast.years.2.revenue
  • forecast.years.2.costOfSales
  • forecast.years.2.payroll
  • forecast.years.2.occupancyAndOther
  • forecast.years.3.revenue
  • forecast.years.3.costOfSales
  • forecast.years.3.payroll
  • forecast.years.3.occupancyAndOther
  • forecast.years.4.revenue
  • forecast.years.4.costOfSales
  • forecast.years.4.payroll
  • forecast.years.4.occupancyAndOther
[bls-bakers][sba-startup]
Assumption: unitEconomics.driver.model + 13 fields

Calculator inputs transcribed from the approved reference. The 4.33-week month, capacity targets and ramp are conventions rather than industry statistics.

  • unitEconomics.driver.model
  • unitEconomics.driver.low
  • unitEconomics.driver.high
  • unitEconomics.volume.model
  • unitEconomics.volume.low
  • unitEconomics.volume.high
  • unitEconomics.daysPerWeek.model
  • unitEconomics.daysPerWeek.low
  • unitEconomics.daysPerWeek.high
  • unitEconomics.fixedCostsMonthly
  • unitEconomics.contributionMargin
  • unitEconomics.ramp.startShare
  • unitEconomics.ramp.stepPerMonth
  • unitEconomics.ramp.horizonMonths
[bls-bakers][sba-startup]
Coffee Shop: scope, limitations and input evidence

Illustrative modeled scenario; editorial review pending. The capital range is grounded in vendor guidance, but the line-item allocation is a planning estimate. The ticket assumes beverages plus a partial food attachment; daily transactions are a demand target. Staffing, product cost and occupancy must be replaced with rosters, supplier prices and a lease offer. The lower scenario is a fitted counter-service café. The upper scenario is a larger primary-metro shop with substantial renovation and new equipment, following the vendor's broad opening-cost guidance. Annual figures are whole USD; fixed costs are monthly. The ramp, opening schedule, volume bounds and future growth are assumptions, not measured industry outcomes. The calculator holds contribution margin and fixed costs constant while price, volume and days change. The evidence register below maps every numeric input to its basis and source context. Payroll includes working-owner labor where relevant. Interest, income tax, owner distributions and property acquisition are excluded. Primary occupational data takes precedence for pay context; no comparable primary quote for these local project budgets was found.

Opening allocation. Equipment and opening commitments are funded separately from the reserve that supports the initial trading ramp. These are planning allowances.

Annual forecast. The base case builds volume over the opening years, then assumes measured sales growth. Payroll and overhead remain payable when sales are below plan.

The evidence register maps exact input fields to their basis. “Assumption” means the amount was selected for the scenario; the linked reference does not independently establish that amount.

Assumption: capital.total + 7 fields

The capital range is grounded in vendor guidance, but the line-item allocation is a planning estimate. The ticket assumes beverages plus a partial food attachment; daily transactions are a demand target. Staffing, product cost and occupancy must be replaced with rosters, supplier prices and a lease offer. The lower scenario is a fitted counter-service café. The upper scenario is a larger primary-metro shop with substantial renovation and new equipment, following the vendor's broad opening-cost guidance.

  • capital.total
  • capital.low
  • capital.high
  • capital.items.0.amount
  • capital.items.1.amount
  • capital.items.2.amount
  • capital.items.3.amount
  • capital.items.4.amount
[coffee-equipment][sba-startup]
Assumption: forecast.years.0.revenue + 19 fields

Each annual revenue, product-cost, payroll and overhead entry is an author-selected scenario input. Sales ramp, staffing and future cost changes are modeled rather than observed; the references provide scope and labor context only.

  • forecast.years.0.revenue
  • forecast.years.0.costOfSales
  • forecast.years.0.payroll
  • forecast.years.0.occupancyAndOther
  • forecast.years.1.revenue
  • forecast.years.1.costOfSales
  • forecast.years.1.payroll
  • forecast.years.1.occupancyAndOther
  • forecast.years.2.revenue
  • forecast.years.2.costOfSales
  • forecast.years.2.payroll
  • forecast.years.2.occupancyAndOther
  • forecast.years.3.revenue
  • forecast.years.3.costOfSales
  • forecast.years.3.payroll
  • forecast.years.3.occupancyAndOther
  • forecast.years.4.revenue
  • forecast.years.4.costOfSales
  • forecast.years.4.payroll
  • forecast.years.4.occupancyAndOther
[coffee-equipment][bls-bakers][sba-startup]
Assumption: unitEconomics.driver.model + 13 fields

Ticket, daily throughput and trading days define a capacity scenario. Bounds, monthly fixed costs, contribution margin and the linear opening ramp are chosen sensitivity assumptions, not measured national averages.

  • unitEconomics.driver.model
  • unitEconomics.driver.low
  • unitEconomics.driver.high
  • unitEconomics.volume.model
  • unitEconomics.volume.low
  • unitEconomics.volume.high
  • unitEconomics.daysPerWeek.model
  • unitEconomics.daysPerWeek.low
  • unitEconomics.daysPerWeek.high
  • unitEconomics.fixedCostsMonthly
  • unitEconomics.contributionMargin
  • unitEconomics.ramp.startShare
  • unitEconomics.ramp.stepPerMonth
  • unitEconomics.ramp.horizonMonths
[coffee-equipment][bls-bakers][sba-startup]

Cite or download these scenarios

The CSV includes the displayed metrics, financial input snapshots, field-level evidence and referenced source records. Preserve the version and scenario status when sharing an extract.

Data version 704959ff49aebba4 · Records updated through . Source access dates are listed below. This version identifies the supplied content; the page URL may change with later revisions.

APA citation

Business Ideas. (2026). Bakery vs Coffee Shop: modeled scenario comparison (Version 704959ff49aebba4) [Modeled scenario data set]. https://business-ideas-demo.pages.dev/compare/bakery-vs-coffee-shop/

MLA citation

Business Ideas. “Bakery vs Coffee Shop: modeled scenario comparison.” Modeled scenario data set, version 704959ff49aebba4, records updated through 2026-09-05, https://business-ideas-demo.pages.dev/compare/bakery-vs-coffee-shop/.

Chicago citation

Business Ideas. “Bakery vs Coffee Shop: modeled scenario comparison.” Modeled scenario data set. Records updated through 2026-09-05. Version 704959ff49aebba4. https://business-ideas-demo.pages.dev/compare/bakery-vs-coffee-shop/.

BibTeX with source entries
@misc{bakery-vs-coffee-shop-704959ff49aebba4,
  title = {Bakery vs Coffee Shop: modeled scenario comparison},
  author = {{Business Ideas}},
  year = {2026},
  howpublished = {https://business-ideas-demo.pages.dev/compare/bakery-vs-coffee-shop/},
  version = {704959ff49aebba4},
  note = {2 selected modeled scenarios; not measured national averages. Version 704959ff49aebba4; SHA-256 704959ff49aebba4478eadd2ffd83e608c938a2ca2c09e23465d010d110bf0a5. Includes source keys, access dates and assumption evidence. No reuse license is granted for third-party source material.}
}

@misc{bls-bakers,
  title = {Bakers: Occupational Outlook Handbook},
  author = {{U.S. Bureau of Labor Statistics}},
  howpublished = {https://www.bls.gov/ooh/production/bakers.htm},
  urldate = {2026-09-05},
  note = {primary. Occupational training, bakery duties, employer types and May 2025 pay context. Supports scoring constraints; neither store sales nor the approved Bakery payroll is independently verified.}
}

@misc{cleaning-irs-payroll-2026,
  title = {Publication 15 (2026), Employer's Tax Guide},
  author = {{Internal Revenue Service}},
  howpublished = {https://www.irs.gov/publications/p15},
  urldate = {2026-09-05},
  note = {primary. Employer Social Security is 6.2\% up to the 2026 wage base; Medicare is 1.45\%. Tips and unemployment taxes need separate treatment. The model's additional unemployment and workers' compensation allowances are not IRS rates.}
}

@misc{coffee-equipment,
  title = {How to Start a Coffee Shop},
  author = {{WebstaurantStore}},
  howpublished = {https://www.webstaurantstore.com/article/369/starting-a-coffee-shop.html},
  urldate = {2026-09-05},
  note = {vendor. Opening-cost guidance spans approximately \$100,000 to over \$600,000 depending on size and location. Equipment and licensing scope inform the illustrative budget.}
}

@misc{sba-startup,
  title = {Estimate startup costs and operating cash},
  author = {{U.S. Small Business Administration}},
  howpublished = {https://www.sba.gov/blog/2017/2017-01/how-estimate-starting-costs/},
  urldate = {2026-09-05},
  note = {primary. Framework for startup spending and operating reserves. It does not verify the individual budgets or forecasts on this site.}
}

@misc{scoring-coffee-equipment,
  title = {Coffee Shop Equipment List},
  author = {{WebstaurantStore}},
  howpublished = {https://www.webstaurantstore.com/guide/730/coffee-shop-equipment-list.html},
  urldate = {2026-09-05},
  note = {vendor. Original supplier lists cafe equipment and service supplies. Supports the conventional but coordinated setup for a staffed cafe; equipment prices and the earlier Coffee research model are not adopted.}
}

@misc{scoring-fda-food-code,
  title = {FDA Food Code},
  author = {{U.S. Food and Drug Administration}},
  howpublished = {https://www.fda.gov/food/retail-food-protection/fda-food-code},
  urldate = {2026-09-05},
  note = {primary. Explains that the Food Code is a model for retail food regulation adopted by jurisdictions. Supports the need to check local food-service requirements; does not establish one national permit or a quoted compliance cost.}
}

@misc{scoring-food-managers,
  title = {Food Service Managers: Occupational Outlook Handbook},
  author = {{U.S. Bureau of Labor Statistics}},
  howpublished = {https://www.bls.gov/ooh/management/food-service-managers.htm},
  urldate = {2026-09-05},
  note = {primary. Documents the management work that accompanies food preparation and sales: staffing, purchasing, safety supervision, complaints and records. Does not establish a funded replacement manager in these models.}
}

@misc{scoring-nca-spring-2026,
  title = {Coffee tops Americans' beverage choices},
  author = {{National Coffee Association}},
  howpublished = {https://www.ncausa.org/Newsroom/Coffee-tops-Americans-beverage-choices},
  urldate = {2026-09-05},
  note = {industry. Original Spring 2026 consumer research release supports repeated coffee consumption and substantial at-home substitution. It does not measure the proposed cafe's traffic, prices, local competition or margins.}
}

@misc{scoring-usda-food-outlets,
  title = {Food Expenditure Series},
  author = {{USDA Economic Research Service}},
  howpublished = {https://www.ers.usda.gov/data-products/food-expenditure-series},
  urldate = {2026-09-05},
  note = {primary. Original national data definitions distinguish food acquired at home, away from home and by outlet. Supports the existence of alternative food-purchase channels; national spending is not food-truck or bakery demand verification.}
}

These are modeled cases, not measured national averages. No Creative Commons license or DOI is asserted. Referenced material remains subject to its publisher’s terms.

Sources and disclosure

Sources support the fields and context stated in each evidence entry. A reference link is not certification of an entire forecast.

Bakers: Occupational Outlook Handbook

U.S. Bureau of Labor Statistics · primary · Accessed

Occupational training, bakery duties, employer types and May 2025 pay context. Supports scoring constraints; neither store sales nor the approved Bakery payroll is independently verified.

Source key: bls-bakers · Used by Bakery, Coffee Shop

Publication 15 (2026), Employer's Tax Guide

Internal Revenue Service · primary · Accessed

Employer Social Security is 6.2% up to the 2026 wage base; Medicare is 1.45%. Tips and unemployment taxes need separate treatment. The model's additional unemployment and workers' compensation allowances are not IRS rates.

Source key: cleaning-irs-payroll-2026 · Used by Bakery, Coffee Shop

How to Start a Coffee Shop

WebstaurantStore · vendor · Accessed

Opening-cost guidance spans approximately $100,000 to over $600,000 depending on size and location. Equipment and licensing scope inform the illustrative budget.

Source key: coffee-equipment · Used by Coffee Shop

Estimate startup costs and operating cash

U.S. Small Business Administration · primary · Accessed

Framework for startup spending and operating reserves. It does not verify the individual budgets or forecasts on this site.

Source key: sba-startup · Used by Bakery, Coffee Shop

Coffee Shop Equipment List

WebstaurantStore · vendor · Accessed

Original supplier lists cafe equipment and service supplies. Supports the conventional but coordinated setup for a staffed cafe; equipment prices and the earlier Coffee research model are not adopted.

Source key: scoring-coffee-equipment · Used by Coffee Shop

FDA Food Code

U.S. Food and Drug Administration · primary · Accessed

Explains that the Food Code is a model for retail food regulation adopted by jurisdictions. Supports the need to check local food-service requirements; does not establish one national permit or a quoted compliance cost.

Source key: scoring-fda-food-code · Used by Bakery, Coffee Shop

Food Service Managers: Occupational Outlook Handbook

U.S. Bureau of Labor Statistics · primary · Accessed

Documents the management work that accompanies food preparation and sales: staffing, purchasing, safety supervision, complaints and records. Does not establish a funded replacement manager in these models.

Source key: scoring-food-managers · Used by Bakery, Coffee Shop

Coffee tops Americans' beverage choices

National Coffee Association · industry · Accessed

Original Spring 2026 consumer research release supports repeated coffee consumption and substantial at-home substitution. It does not measure the proposed cafe's traffic, prices, local competition or margins.

Source key: scoring-nca-spring-2026 · Used by Coffee Shop

Food Expenditure Series

USDA Economic Research Service · primary · Accessed

Original national data definitions distinguish food acquired at home, away from home and by outlet. Supports the existence of alternative food-purchase channels; national spending is not food-truck or bakery demand verification.

Source key: scoring-usda-food-outlets · Used by Bakery