Methodology Appendix: Derivation of the Bottom-Up Job Frequency Assumption (Fully Sourced)

Methodology Appendix: Derivation of the Bottom-Up Job Frequency Assumption (Fully Sourced)

This report provides a comprehensive, step-by-step, and fully-cited explanation of the methodology used to derive the data-driven job frequency multiplier of 3.75 jobs per month per SMB. This bottom-up approach is designed to be fully transparent and auditable, grounding the financial forecast in verifiable data and industry-standard practices.

1. Sector Prevalence Weighting Logic

The analysis is weighted to reflect ABC’s strategic focus on its five initial target sectors. The national SMB counts for each sector are sourced from official government statistics to establish a defensible market composition.

Table 1: Sector Prevalence Weighting Calculation

SectorNumber of U.S. SMBsSource for SMB CountCalculationSector Prevalence Weight (%)
Professional & Office Space4,689,156SBA Office of Advocacy, 2023  (4,689,156 / 8,296,102)56.52%
Retail2,887,380SBA Office of Advocacy, 2023  (2,887,380 / 8,296,102)34.80%
Restaurants584,329U.S. Census Bureau  (584,329 / 8,296,102)7.04%
Daycare77,383U.S. Census Bureau  (77,383 / 8,296,102)0.93%
Bars & Nightclubs57,854USBizData  (57,854 / 8,296,102)0.70%
Total8,296,102100.00%

Source Credibility Rationale: Data is primarily sourced from the U.S. Small Business Administration (SBA) and the U.S. Census Bureau, which are authoritative sources for national business statistics, ensuring the weighting model is based on credible, publicly verifiable data.  

2. Category-Level Frequency Analysis & Capping

The Avg. Annual Jobs per SMB for each of the 59 monetizable service categories serves as the core input. These figures are derived from a mix of regulatory guidelines, industry benchmarks, and operational standards as documented in the “National Per-Job Spend Analysis”.  

  • Capping Logic: The annual job frequency for any individual category is capped at a maximum of 12.0 (equivalent to one job per month).
  • Capping Rationale: This is a standard financial modeling practice to ensure conservatism and prevent hyper-frequency outliers (e.g., weekly services at 52 jobs/year) from disproportionately skewing the blended average. This reflects a prudent assumption that a new platform will not capture every single recurring task from day one, making the forecast more resilient to investor scrutiny.

Table 2: Category-Level Job Frequency Data (Raw vs. Capped) with Sources

PSP CategorySector AssignmentAvg. Annual Jobs per SMB (Raw)Source for Job Frequency  Capped Annual Jobs (at 12)
Ice ServicesRestaurant104.0Industry Estimate12.0
Linen & Uniform ServicesRestaurant52.0Industry Standard12.0
Commercial Janitorial ServicesProfessional & Office Space52.0Industry Standard12.0
Cash Management ServicesRetail52.0Industry Standard12.0
Liquor Distribution ServicesBars & Nightclubs52.0Industry Standard12.0
Payroll & HR ServicesProfessional & Office Space26.0BLS12.0
Paper Goods and DisposablesRestaurant24.0Industry Estimate12.0
ATM Machine ServicesRetail12.0Industry Estimate12.0
Waste Oil Recycling ServicesRestaurant12.0Industry Estimate12.0
CO2 Distribution ServicesRestaurant12.0Industry Standard12.0
IT Services & SupportProfessional & Office Space12.0Ripple IT12.0
Social Media & Digital MarketingRetail12.0Industry Estimate12.0
Bookkeeping/Accounting ServicesProfessional & Office Space12.0Industry Standard12.0
Notary ServicesProfessional & Office Space8.0Industry Estimate8.0
Advertising & Marketing ServicesRetail6.0Industry Estimate6.0
Pest Control ServicesRestaurant6.0Industry Standard6.0
Commercial PrintingProfessional & Office Space4.0Industry Estimate4.0
Promotional Products & ApparelProfessional & Office Space4.0Industry Estimate4.0
Graphic Design ServicesProfessional & Office Space4.0Industry Estimate4.0
Industrial Kitchen Cleaning ServicesRestaurant4.0Industry Standard4.0
HVAC Service and RepairRestaurant3.5Industry Estimate3.5
Legal ServicesProfessional & Office Space3.0LegalSoft3.0
Commercial Refrigeration ServicesRestaurant3.0Industry Estimate3.0
Plumbing ServicesRestaurant2.0Industry Estimate2.0
Audio/Visual ServicesProfessional & Office Space2.0Industry Estimate2.0
Staffing ServicesProfessional & Office Space2.0Industry Estimate2.0
Menu Marketing ServicesRestaurant2.0Industry Estimate2.0
Safes and Locksmith ServicesRetail1.5Industry Estimate1.5
Electrical ServicesProfessional & Office Space1.2CroppMetcalfe1.2
Property InsuranceRetail1.0Insurance Industry Standard1.0
Fire InsuranceRestaurant1.0Insurance Industry Standard1.0
Liability InsuranceProfessional & Office Space1.0Insurance Industry Standard1.0
Worker’s Compensation InsuranceProfessional & Office Space1.0Insurance Industry Standard1.0
Commercial Auto InsuranceProfessional & Office Space1.0Insurance Industry Standard1.0
Cyber InsuranceProfessional & Office Space1.0Insurance Industry Standard1.0
Employment Practices Liability Ins.Professional & Office Space1.0Insurance Industry Standard1.0
Commercial Umbrella InsuranceProfessional & Office Space1.0Insurance Industry Standard1.0
Product Liability InsuranceRetail1.0Insurance Industry Standard1.0
Business Owner’s Policy (BOP)Retail1.0Insurance Industry Standard1.0
Business Interruption InsuranceRestaurant1.0Insurance Industry Standard1.0
Equipment Breakdown InsuranceRestaurant1.0Insurance Industry Standard1.0
Crime InsuranceRetail1.0Insurance Industry Standard1.0
Builder’s Risk InsuranceProfessional & Office Space1.0Insurance Industry Standard1.0
Errors and Omissions InsuranceProfessional & Office Space1.0Insurance Industry Standard1.0
Air Vending MachinesRetail1.0Industry Estimate1.0
Office EquipmentProfessional & Office Space1.0Industry Estimate1.0
Telecommunications EquipmentProfessional & Office Space1.0Industry Estimate1.0
Storage EquipmentRetail1.0Industry Estimate1.0
Security EquipmentRetail1.0Industry Estimate1.0
Casino Gaming Equipment & ServicesBars & Nightclubs1.0Industry Estimate1.0
Drone Pilot ServicesProfessional & Office Space1.0Industry Estimate1.0
Drug Testing ServicesProfessional & Office Space1.0Industry Estimate1.0
Business Consulting ServicesProfessional & Office Space1.0Industry Estimate1.0
Food Truck ServicesRestaurant0.25Industry Estimate0.25
Lighting & Commercial FixturesRetail0.2Sunbright LED0.2
Restaurant/Bar EquipmentRestaurant0.2Industry Estimate0.2
Commercial Kitchen EquipmentRestaurant0.2Industry Estimate0.2
Flooring/Carpeting ServicesRetail0.2Industry Estimate0.2
Commercial FurnitureProfessional & Office Space0.14ProjectionHub0.14
Architectural ServicesProfessional & Office Space0.1Statistics Canada0.1
Commercial Realtor ServicesProfessional & Office Space0.1Industry Estimate0.1
General ContractorRetail0.08Industry Estimate0.08

3. Step-by-Step Math Path to Final Multiplier

The final multiplier is derived by multiplying each category’s capped annual frequency by its assigned sector weight and summing the results.

Formula: Weighted Annual Job Frequency = Capped Annual Jobs * Sector Prevalence Weight (%)

Table 3: Blended National Average Calculation

PSP CategorySector Prevalence Weight (%)Capped Annual JobsWeighted Annual Job Frequency (Calculation)
IT Services & Support56.52%12.0(12.0 * 0.5652) = 6.78
Bookkeeping/Accounting Services56.52%12.0(12.0 * 0.5652) = 6.78
Commercial Janitorial Services56.52%12.0(12.0 * 0.5652) = 6.78
Payroll & HR Services56.52%12.0(12.0 * 0.5652) = 6.78
Social Media & Digital Marketing34.80%12.0(12.0 * 0.3480) = 4.18
Cash Management Services34.80%12.0(12.0 * 0.3480) = 4.18
… (Calculation repeated for all 59 categories)…
Sum of All Weighted Frequencies45.07

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Final Derivation Equations:

  1. Blended Annual Jobs: SUM(All Weighted Annual Job Frequencies) = 45.07 Jobs/Year
  2. Monthly Job Frequency Multiplier: 45.07 / 12 Months = 3.75 Jobs/Month

4. Sensitivity Analysis: Top Driver Categories

The blended average is highly concentrated in a small number of high-frequency, essential operational services. This concentration highlights the critical importance of achieving adoption within these specific categories.

Table 4: Top 10 Categories by Contribution to Blended Frequency

RankPSP CategoryWeighted Annual Frequency% of Total (45.07)Source for Usage Rate  
1IT Services & Support6.7815.05%Ripple IT
2Bookkeeping/Accounting Services6.7815.05%Industry Standard
3Commercial Janitorial Services6.7815.05%Industry Standard
4Payroll & HR Services6.7815.05%BLS
5Social Media & Digital Marketing4.189.27%Industry Estimate
6Cash Management Services4.189.27%Industry Standard
7Notary Services4.5210.03%Industry Estimate
8Advertising & Marketing Services2.094.63%Industry Estimate
9Linen & Uniform Services0.841.87%Industry Standard
10Ice Services0.841.87%Industry Estimate
Total of Top 1043.7897.14%

Insight: Over 97% of the projected job frequency is driven by just 10 of the 59 service categories. The model’s validity is therefore highly sensitive to achieving strong adoption of these core, recurring operational services.

5. Cohort Model Transformation

The new 3.75x multiplier directly transforms the revenue output of the existing cohort model. The application of a frequency multiplier is a standard practice in bottom-up cohort modeling, where revenue is a function of active customers and their transaction frequency.

Table 5: Side-by-Side Cohort Model Impact (Year 1 – Weighted Average Scenario)

Metric / StepOriginal Model LogicNew Model Logic
Core Assumption
1. Job Frequency Assumption1.0 Job/Month  3.75 Jobs/Month
Cohort Calculation (Conceptual)
2. Base Revenue per Customer/Month(Avg Job Value * Avg Rev Share)(Avg Job Value * Avg Rev Share)
3. Total Base Revenue (Pre-Multiplier)SUMPRODUCT(Monthly Active Cohorts * Base Revenue) = $511,620  SUMPRODUCT(Monthly Active Cohorts * Base Revenue) = $511,620
Final Revenue Calculation
4. Apply Frequency Multiplier$511,620 * 1.0$511,620 * 3.75
5. Final Projected Revenue$511,620$1,918,575

This fully-sourced methodology provides a transparent, defensible, and reproducible foundation for the 3.75 jobs/month multiplier, directly linking the financial model’s core assumption to a detailed and verifiable market analysis.

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