Local operating-model alignment analysis

Best Franchise Opportunities We Assessed in Columbia, South Carolina

We compared 14 franchise concepts for Columbia, South Carolina. Household service demand was a leading positive mechanism.

What “best” means in this ranking“Best” means the strongest modeled local operating alignment among the franchise concepts assessed on this page. It does not estimate earnings or determine which franchise is best for a particular candidate.
Analysis by Thomas Jepsen, MSc Model: 0.9.0
14Concepts evaluated
28Sources used
20Primary sources
30Local metrics

Evaluation set

Why these concepts were evaluated

This is not a ranking of every franchise that may be offered in the city.

14Concepts assessed

Concepts were included when enough operating-model information existed to assign a provisional local-sensitivity profile. Unresolved inputs reduce confidence or remain conditional rather than automatically excluding a concept.

A brand’s participation in our referral network does not add points or change its position.

City-level conclusions

What stood out in our assessment

Highest category average (limited comparison)Restoration

70.6 average across 2 concepts

Largest positive factorTarget-market demand

1.2 points average among 13 affected concepts

Most assumption-sensitive rankPuroClean

Tested rank range spans 10 positions

Executive conclusion

What the ranking means for Columbia, South Carolina

City Wide, HomeSmiles, and Jan-Pro International produced the highest modeled local-alignment scores in the evaluated set. Household service demand was the strongest positive scored mechanism among 8 exposed concepts, adding 0.9 points on average. City Wide was especially relationship-sensitive: removing university and government account demand moved it from #1 to #2 in the full model rerun. These scores describe local operating alignment, not expected returns or overall franchise quality; the offered territory and franchise economics still require separate diligence.

How this differs from a directory: the model does not award points for brand popularity, advertising placement, or referral compensation. It tests how documented local conditions interact with each concept’s operating requirements.

Best franchise opportunities assessed

Top 10 local-alignment scores from 14 concepts assessed

“Best” refers to modeled local operating alignment among the concepts assessed—not expected earnings, franchise-system quality, or candidate fit.

Rankings use full-precision scores.Displayed values use one decimal place. Identical displayed scores can therefore have different ranks, and close results should be treated as effectively similar.
RankFranchiseAlignment and tierLargest advantageLargest constraintEvidence confidence
1City WideFacility managementInvestment: $229,729–$410,730
73.1Tier 2 · Favorable modeled alignment
+2.4 ptsTarget-market demand No material negative local adjustmentModerate evidence confidence
2HomeSmilesProperty maintenance servicesInvestment: $148,110–$201,800
72.6Tier 2 · Favorable modeled alignment
+2.0 ptsTarget-market demand No material negative local adjustmentModerate evidence confidence
3Jan-Pro InternationalCommercial cleaningInvestment: $130,000–$421,500
72.1Tier 2 · Favorable modeled alignment
+1.9 ptsTarget-market demand No material negative local adjustmentModerate evidence confidence
4FASTSIGNSSigns and graphicsInvestment: $231,226–$386,285
71.9Tier 3 · Mixed modeled alignment
+1.6 ptsTarget-market demand No material negative local adjustmentModerate evidence confidence
5ActionCOACHBusiness coachingInvestment: $71,668–$303,513
71.9Tier 3 · Mixed modeled alignment
+1.3 ptsTarget-market demand No material negative local adjustmentModerate evidence confidence
6ZOOM DRAINDrain and sewer serviceInvestment: $266,250–$570,500
71.4Tier 3 · Mixed modeled alignment
+1.0 ptsTarget-market demand No material negative local adjustmentModerate evidence confidence
7Pillar To Post Home InspectorsHome inspectionInvestment: $102,690–$134,290
71.4Tier 3 · Mixed modeled alignment
+1.4 ptsTarget-market demand No material negative local adjustmentModerate evidence confidence
8Aire ServHVAC installation, repair, and maintenanceInvestment: $113,308–$271,708
71.1Tier 3 · Mixed modeled alignment
+1.1 ptsTarget-market demand No material negative local adjustmentModerate evidence confidence
9Mr. RooterPlumbingInvestment: $152,900–$298,675
71.1Tier 3 · Mixed modeled alignment
+1.1 ptsTarget-market demand No material negative local adjustmentModerate evidence confidence
10Mister Sparky ElectricElectrical
70.8Tier 3 · Mixed modeled alignment
+0.8 ptsTarget-market demand No material negative local adjustmentModerate evidence confidence

View all 14 score calculations

Conditions that changed the analysis

What mattered most in Columbia, South Carolina

01

Population growth and active city-permitted housing construction support household-service demand

This relationship affected 8 concepts and added 0.9 points on average among those exposed. Local evidence: Estimated households in the 2020-2024 period: 53,076 households. [4]

02

USC Columbia enrollment exceeded 40,000 in fall 2025 and Columbia MSA government employment was 85,900 in June 2026

Large university and government scale supports institutional account prospecting and professional referral networks, but it should not be converted directly into general walk-in demand. Public and university customers also use registration, solicitation, and approval procedures that can make the sales process materially different from ordinary consumer acquisition. [9] [7] [11] [13] [15]

03

recurring-commercial-service

This operating-model cluster separated from the broader set because its exposure to local support and constraints differed. The strongest positive factor was target-market demand, while the main constraint was property replacement-cycle demand. [7] [8] [4] [9] [11]

Evidence behind the city mechanisms

Resident scale, city economic activity, and the primary-county business base support broad local business demand1 modeled effect
Local business demandTarget-market demand
Population growth and active city-permitted housing construction support household-service demand1 modeled effect
Household service demandTarget-market demand
Large government employment and USC Columbia create a concentrated institutional account base1 modeled effect
University and government account demandTarget-market demand
Government, professional-services, financial, and university activity supports referral prospecting while public accounts use formal procurement3 local facts · 2 modeled effects · 2 sources
  • Government employment in the Columbia MSA in June 2026: 85,900 jobs preliminary [7]
  • Professional/business services and financial activities employment in the Columbia MSA in June 2026: professional business services jobs: 52,800; financial activities jobs: 35,100 jobs preliminary [7]
  • USC Columbia preliminary enrollment exceeded 40,000 students in fall 2025: minimum: 40,000; qualifier: exceeded students [9]
Professional and institutional relationship densityReferral ecosystem
Institutional procurement-cycle frictionSales and customer acquisition
Design and historic overlays add site-specific exterior and signage review requirements1 modeled effect
Signage and prototype adaptation burdenRegulatory and operating friction
Long-running Carolina Crossroads construction can disrupt routes using the I-20/I-26/I-126 interchange corridor1 modeled effect
Temporary route disruptionTransportation, routing, and parking

Compare all assessed concepts

Local impact by franchise concept

14 concepts shown. Expand a concept to see the score-changing factors and their modeled drivers; the full audit ledger stays collapsed.

#1Tier 2 · Favorable modeled alignment73.1

City Wide

Facility management · B2B facility management and vendor coordination

Initial investment: $229,729–$410,730

Increase +2.4 pts Target-market demandNo material negative local adjustment identified

Rank sensitivity: Stable

Why it ranks here

Score-changing local factors only. Evidence links open the underlying city finding.

Local factorModeled driversImpact
Target-market demand
  • University and government account demand Evidence+1.3 pts
    Primary modeled driverRelationship test: #1 → #2
  • Local business demand Evidence+1.1 pts
+2.4 pts
Referral ecosystem
  • Professional and institutional relationship density Evidence+0.7 pts
+0.7 pts
Net local movement+3.07 pts

Net uses full-precision effects; displayed factor and driver rows are rounded.

Franchise evidence

Source material assessed

Item 3 — Litigation
1 image
Item 6 — Other Fees
1 image
Item 7 — Estimated Initial Investment
2 images
Item 12 — Territory
1 image
Item 20 — Outlets and Franchise Information
1 image
Full calculation and evidence confidence

Audit layer

Full factor ledger

Full score ledger

Every factor is classified so a displayed zero is not mistaken for a score-changing effect.

Neutral model baseline70.0
Target-market demand+2.4
Property replacement-cycle demandNot included in the score
Competitive environmentNot included in the score
Labor and staffing frictionMeasured; no meaningful local adjustment
Transportation, routing, and parkingDepends on the specific site, territory, or operating condition
Real estate and site feasibilityNot included in the score
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+0.7
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score73.07
Published local-market alignment73.1

Factor calculations use full precision. Contributions and published scores are displayed to one decimal place; ranking order uses the full-precision score.

Evidence confidence

City Modifier Evidence
Adequate
Factor Research Coverage
Adequate
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Limited
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Target-market demand +2.4 pts
Tested rank range
#1–#1
#2Tier 2 · Favorable modeled alignment72.6

HomeSmiles

Property maintenance services · Home-based mobile property-maintenance franchise using equipped service vans and technician crews to deliver bundled…

Initial investment: $148,110–$201,800

Increase +2.0 pts Target-market demandNo material negative local adjustment identified

Rank sensitivity: Stable

Why it ranks here

Score-changing local factors only. Evidence links open the underlying city finding.

Local factorModeled driversImpact
Target-market demand
  • Household service demand Evidence+1.0 pts
    Primary modeled driverRelationship test: #2 → #5
  • Local business demand Evidence+0.6 pts
  • University and government account demand Evidence+0.4 pts
+2.0 pts
Referral ecosystem
  • Professional and institutional relationship density Evidence+0.5 pts
+0.5 pts
Net local movement+2.56 pts

Net uses full-precision effects; displayed factor and driver rows are rounded.

Franchise evidence

Source material assessed

Item 3 — Litigation
1 image
Item 6 — Other Fees
1 image
Item 7 — Estimated Initial Investment
2 images
Item 12 — Territory
1 image
Item 20 — Outlets and Franchise Information
1 image
Full calculation and evidence confidence

Audit layer

Full factor ledger

Full score ledger

Every factor is classified so a displayed zero is not mistaken for a score-changing effect.

Neutral model baseline70.0
Target-market demand+2.0
Property replacement-cycle demandNot included in the score
Competitive environmentNot included in the score
Labor and staffing frictionMeasured; no meaningful local adjustment
Transportation, routing, and parkingDepends on the specific site, territory, or operating condition
Real estate and site feasibilityNot included in the score
Sales and customer acquisitionNot included in the score
Referral ecosystem+0.5
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score72.56
Published local-market alignment72.6

Factor calculations use full precision. Contributions and published scores are displayed to one decimal place; ranking order uses the full-precision score.

Evidence confidence

City Modifier Evidence
Adequate
Factor Research Coverage
Adequate
Franchise-profile completeness
Adequate
Source-evidence confidence
Strong
Geographic applicability
Limited
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Target-market demand +2.0 pts
Tested rank range
#2–#3
#3Tier 2 · Favorable modeled alignment72.1

Jan-Pro International

Commercial cleaning · recurring commercial route service

Initial investment: $130,000–$421,500

Increase +1.9 pts Target-market demandNo material negative local adjustment identified

Rank sensitivity: Highly sensitive

Why it ranks here

Score-changing local factors only. Evidence links open the underlying city finding.

Local factorModeled driversImpact
Target-market demand
  • University and government account demand Evidence+1.0 pts
    Primary modeled driverRelationship test: #3 → #8
  • Local business demand Evidence+0.9 pts
+1.9 pts
Referral ecosystem
  • Professional and institutional relationship density Evidence+0.2 pts
+0.2 pts
Sales and customer acquisitionInstitutional procurement-cycle friction EvidenceConditional — applicability must be confirmedNot scored
Net local movement+2.06 pts

Net uses full-precision effects; displayed factor and driver rows are rounded.

Franchise evidence

Source material assessed

Item 3 — Litigation
1 image
Item 6 — Other Fees
1 image
Item 7 — Estimated Initial Investment
1 image
Item 12 — Territory
1 image
Item 20 — Outlets and Franchise Information
1 image
Full calculation and evidence confidence

Audit layer

Full factor ledger

Full score ledger

Every factor is classified so a displayed zero is not mistaken for a score-changing effect.

Neutral model baseline70.0
Target-market demand+1.9
Property replacement-cycle demandNot included in the score
Competitive environmentNot included in the score
Labor and staffing frictionMeasured; no meaningful local adjustment
Transportation, routing, and parkingDepends on the specific site, territory, or operating condition
Real estate and site feasibilityNot included in the score
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+0.2
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score72.06
Published local-market alignment72.1

Factor calculations use full precision. Contributions and published scores are displayed to one decimal place; ranking order uses the full-precision score.

Evidence confidence

City Modifier Evidence
Adequate
Factor Research Coverage
Adequate
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Limited
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Target-market demand +1.9 pts
Tested rank range
#3–#8
#4Tier 3 · Mixed modeled alignment71.9

FASTSIGNS

Signs and graphics · B2B production and installation center

Initial investment: $231,226–$386,285

Increase +1.6 pts Target-market demandNo material negative local adjustment identified

Rank sensitivity: Moderately sensitive

Why it ranks here

Score-changing local factors only. Evidence links open the underlying city finding.

Local factorModeled driversImpact
Target-market demand
  • Local business demand Evidence+1.0 pts
    Primary modeled driverRelationship test: #4 → #8
  • University and government account demand Evidence+0.6 pts
+1.6 pts
Referral ecosystem
  • Professional and institutional relationship density Evidence+0.3 pts
+0.3 pts
Regulatory and operating frictionSignage and prototype adaptation burden EvidenceConditional — applicability must be confirmedNot scored
Net local movement+1.90 pts

Net uses full-precision effects; displayed factor and driver rows are rounded.

Franchise evidence

Source material assessed

Item 3 — Litigation
1 image
Item 6 — Other Fees
1 image
Item 7 — Estimated Initial Investment
2 images
Item 12 — Territory
1 image
Item 20 — Outlets and Franchise Information
1 image
Item 19 — Financial Performance Representation
2 images
Full calculation and evidence confidence

Audit layer

Full factor ledger

Full score ledger

Every factor is classified so a displayed zero is not mistaken for a score-changing effect.

Neutral model baseline70.0
Target-market demand+1.6
Property replacement-cycle demandNot included in the score
Competitive environmentNot included in the score
Labor and staffing frictionMeasured; no meaningful local adjustment
Transportation, routing, and parkingDepends on the specific site, territory, or operating condition
Real estate and site feasibilityNot included in the score
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+0.3
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score71.90
Published local-market alignment71.9

Factor calculations use full precision. Contributions and published scores are displayed to one decimal place; ranking order uses the full-precision score.

Evidence confidence

City Modifier Evidence
Adequate
Factor Research Coverage
Adequate
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Limited
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Target-market demand +1.6 pts
Tested rank range
#4–#7
#5Tier 3 · Mixed modeled alignment71.9

ActionCOACH

Business coaching · home-based B2B advisory

Initial investment: $71,668–$303,513

Increase +1.3 pts Target-market demandNo material negative local adjustment identified

Rank sensitivity: Highly sensitive

Why it ranks here

Score-changing local factors only. Evidence links open the underlying city finding.

Local factorModeled driversImpact
Target-market demand
  • Local business demand Evidence+0.9 pts
    Primary modeled driverRelationship test: #5 → #6
  • University and government account demand Evidence+0.4 pts
+1.3 pts
Referral ecosystem
  • Professional and institutional relationship density Evidence+0.6 pts
+0.6 pts
Sales and customer acquisitionInstitutional procurement-cycle friction EvidenceConditional — applicability must be confirmedNot scored
Net local movement+1.85 pts

Net uses full-precision effects; displayed factor and driver rows are rounded.

Franchise evidence

Source material assessed

Item 3 — Litigation
1 image
Item 6 — Other Fees
1 image
Item 7 — Estimated Initial Investment
2 images
Item 12 — Territory
1 image
Item 20 — Outlets and Franchise Information
1 image
Full calculation and evidence confidence

Audit layer

Full factor ledger

Full score ledger

Every factor is classified so a displayed zero is not mistaken for a score-changing effect.

Neutral model baseline70.0
Target-market demand+1.3
Property replacement-cycle demandNot included in the score
Competitive environmentNot included in the score
Labor and staffing frictionMeasured; no meaningful local adjustment
Transportation, routing, and parkingDepends on the specific site, territory, or operating condition
Real estate and site feasibilityNot included in the score
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+0.6
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score71.85
Published local-market alignment71.9

Factor calculations use full precision. Contributions and published scores are displayed to one decimal place; ranking order uses the full-precision score.

Evidence confidence

City Modifier Evidence
Adequate
Factor Research Coverage
Adequate
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Limited
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Target-market demand +1.3 pts
Tested rank range
#2–#6
#6Tier 3 · Mixed modeled alignment71.4

ZOOM DRAIN

Drain and sewer service · emergency skilled-trade route service

Initial investment: $266,250–$570,500

Increase +1.0 pts Target-market demandNo material negative local adjustment identified

Rank sensitivity: Moderately sensitive

Why it ranks here

Score-changing local factors only. Evidence links open the underlying city finding.

Local factorModeled driversImpact
Target-market demand
  • Household service demand Evidence+0.8 pts
    Primary modeled driverRelationship test: #6 → #7
  • Local business demand Evidence+0.2 pts
+1.0 pts
Referral ecosystem
  • Professional and institutional relationship density Evidence+0.4 pts
+0.4 pts
Net local movement+1.40 pts

Net uses full-precision effects; displayed factor and driver rows are rounded.

Franchise evidence

Source material assessed

Item 3 — Litigation
1 image
Item 6 — Other Fees
1 image
Item 7 — Estimated Initial Investment
2 images
Item 12 — Territory
1 image
Item 20 — Outlets and Franchise Information
1 image
Full calculation and evidence confidence

Audit layer

Full factor ledger

Full score ledger

Every factor is classified so a displayed zero is not mistaken for a score-changing effect.

Neutral model baseline70.0
Target-market demand+1.0
Property replacement-cycle demandNot included in the score
Competitive environmentNot included in the score
Labor and staffing frictionMeasured; no meaningful local adjustment
Transportation, routing, and parkingDepends on the specific site, territory, or operating condition
Real estate and site feasibilityNot included in the score
Sales and customer acquisitionNot included in the score
Referral ecosystem+0.4
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score71.40
Published local-market alignment71.4

Factor calculations use full precision. Contributions and published scores are displayed to one decimal place; ranking order uses the full-precision score.

Evidence confidence

City Modifier Evidence
Adequate
Factor Research Coverage
Adequate
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Limited
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Target-market demand +1.0 pts
Tested rank range
#6–#9
#7Tier 3 · Mixed modeled alignment71.4

Pillar To Post Home Inspectors

Home inspection · mobile property inspection service

Initial investment: $102,690–$134,290

Increase +1.4 pts Target-market demandNo material negative local adjustment identified

Rank sensitivity: Highly sensitive

Why it ranks here

Score-changing local factors only. Evidence links open the underlying city finding.

Local factorModeled driversImpact
Target-market demand
  • Household service demand Evidence+1.3 pts
    Primary modeled driverRelationship test: #7 → #12
  • Local business demand Evidence+0.1 pts
+1.4 pts
Transportation, routing, and parkingTemporary route disruption EvidenceConditional — applicability must be confirmedNot scored
Net local movement+1.35 pts

Net uses full-precision effects; displayed factor and driver rows are rounded.

Franchise evidence

Source material assessed

Item 3 — Litigation
1 image
Item 6 — Other Fees
1 image
Item 7 — Estimated Initial Investment
2 images
Item 12 — Territory
1 image
Item 19 — Financial Performance Representation
1 image
Public company data assessed
2 sources
Full calculation and evidence confidence

Audit layer

Full factor ledger

Full score ledger

Every factor is classified so a displayed zero is not mistaken for a score-changing effect.

Neutral model baseline70.0
Target-market demand+1.4
Property replacement-cycle demandNot included in the score
Competitive environmentNot included in the score
Labor and staffing frictionMeasured; no meaningful local adjustment
Transportation, routing, and parkingDepends on the specific site, territory, or operating condition
Real estate and site feasibilityNot included in the score
Sales and customer acquisitionNot included in the score
Referral ecosystemNot included in the score
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score71.35
Published local-market alignment71.4

Factor calculations use full precision. Contributions and published scores are displayed to one decimal place; ranking order uses the full-precision score.

Evidence confidence

City Modifier Evidence
Adequate
Factor Research Coverage
Adequate
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Limited
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Target-market demand +1.4 pts
Tested rank range
#5–#13
#8Tier 3 · Mixed modeled alignment71.1

Aire Serv

HVAC installation, repair, and maintenance · Manager-led mobile HVAC installation, repair, maintenance, and emergency service business using skilled technicians…

Initial investment: $113,308–$271,708

Increase +1.1 pts Target-market demandNo material negative local adjustment identified

Rank sensitivity: Moderately sensitive

Why it ranks here

Score-changing local factors only. Evidence links open the underlying city finding.

Local factorModeled driversImpact
Target-market demand
  • Household service demand Evidence+1.0 pts
    Primary modeled driverRelationship test: #8 → #9
  • Local business demand Evidence+0.2 pts
+1.1 pts
Transportation, routing, and parkingTemporary route disruption EvidenceConditional — applicability must be confirmedNot scored
Net local movement+1.14 pts

Net uses full-precision effects; displayed factor and driver rows are rounded.

Franchise evidence

Source material assessed

Item 3 — Litigation
1 image
Item 6 — Other Fees
1 image
Item 7 — Estimated Initial Investment
1 image
Item 12 — Territory
1 image
Item 20 — Outlets and Franchise Information
1 image
Item 19 — Financial Performance Representation
1 image
Public company data assessed
1 source
Full calculation and evidence confidence

Audit layer

Full factor ledger

Full score ledger

Every factor is classified so a displayed zero is not mistaken for a score-changing effect.

Neutral model baseline70.0
Target-market demand+1.1
Property replacement-cycle demandNot included in the score
Competitive environmentNot included in the score
Labor and staffing frictionMeasured; no meaningful local adjustment
Transportation, routing, and parkingDepends on the specific site, territory, or operating condition
Real estate and site feasibilityNot included in the score
Sales and customer acquisitionNot included in the score
Referral ecosystemNot included in the score
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score71.14
Published local-market alignment71.1

Factor calculations use full precision. Contributions and published scores are displayed to one decimal place; ranking order uses the full-precision score.

Evidence confidence

City Modifier Evidence
Adequate
Factor Research Coverage
Adequate
Franchise-profile completeness
Adequate
Source-evidence confidence
Strong
Geographic applicability
Limited
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Target-market demand +1.1 pts
Tested rank range
#7–#9
#9Tier 3 · Mixed modeled alignment71.1

Mr. Rooter

Plumbing · scheduled and emergency skilled-trade service

Initial investment: $152,900–$298,675

Increase +1.1 pts Target-market demandNo material negative local adjustment identified

Rank sensitivity: Moderately sensitive

Why it ranks here

Score-changing local factors only. Evidence links open the underlying city finding.

Local factorModeled driversImpact
Target-market demand
  • Household service demand Evidence+0.9 pts
    Primary modeled driverRelationship test: #9 → #10
  • Local business demand Evidence+0.2 pts
+1.1 pts
Net local movement+1.06 pts

Net uses full-precision effects; displayed factor and driver rows are rounded.

Franchise evidence

Source material assessed

Item 3 — Litigation
1 image
Item 6 — Other Fees
1 image
Item 7 — Estimated Initial Investment
2 images
Item 12 — Territory
1 image
Item 20 — Outlets and Franchise Information
1 image
Full calculation and evidence confidence

Audit layer

Full factor ledger

Full score ledger

Every factor is classified so a displayed zero is not mistaken for a score-changing effect.

Neutral model baseline70.0
Target-market demand+1.1
Property replacement-cycle demandNot included in the score
Competitive environmentNot included in the score
Labor and staffing frictionMeasured; no meaningful local adjustment
Transportation, routing, and parkingDepends on the specific site, territory, or operating condition
Real estate and site feasibilityNot included in the score
Sales and customer acquisitionNot included in the score
Referral ecosystemNot included in the score
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score71.06
Published local-market alignment71.1

Factor calculations use full precision. Contributions and published scores are displayed to one decimal place; ranking order uses the full-precision score.

Evidence confidence

City Modifier Evidence
Adequate
Factor Research Coverage
Adequate
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Limited
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Target-market demand +1.1 pts
Tested rank range
#8–#11
#10Tier 3 · Mixed modeled alignment70.8

Mister Sparky Electric

Electrical · skilled-trade home service

Increase +0.8 pts Target-market demandNo material negative local adjustment identified

Rank sensitivity: Moderately sensitive

Why it ranks here

Score-changing local factors only. Evidence links open the underlying city finding.

Local factorModeled driversImpact
Target-market demand
  • Household service demand Evidence+0.8 pts
    Primary modeled driverRelationship test: #10 → #13
+0.8 pts
Transportation, routing, and parkingTemporary route disruption EvidenceConditional — applicability must be confirmedNot scored
Net local movement+0.85 pts

Net uses full-precision effects; displayed factor and driver rows are rounded.

Full calculation and evidence confidence

Audit layer

Full factor ledger

Full score ledger

Every factor is classified so a displayed zero is not mistaken for a score-changing effect.

Neutral model baseline70.0
Target-market demand+0.8
Property replacement-cycle demandNot included in the score
Competitive environmentNot included in the score
Labor and staffing frictionMeasured; no meaningful local adjustment
Transportation, routing, and parkingDepends on the specific site, territory, or operating condition
Real estate and site feasibilityNot included in the score
Sales and customer acquisitionNot included in the score
Referral ecosystemNot included in the score
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score70.85
Published local-market alignment70.8

Factor calculations use full precision. Contributions and published scores are displayed to one decimal place; ranking order uses the full-precision score.

Evidence confidence

City Modifier Evidence
Adequate
Factor Research Coverage
Adequate
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Limited
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Target-market demand +0.8 pts
Tested rank range
#10–#12
#11Tier 3 · Mixed modeled alignment70.7

Workout Anytime

Fitness · fixed-location membership fitness

Initial investment: $1,060,850–$1,840,550

Increase +0.7 pts Target-market demandNo material negative local adjustment identified

Rank sensitivity: Moderately sensitive

Why it ranks here

Score-changing local factors only. Evidence links open the underlying city finding.

Local factorModeled driversImpact
Target-market demand
  • Household service demand Evidence+0.7 pts
    Primary modeled driverRelationship test: #11 → #14
+0.7 pts
Net local movement+0.67 pts

Net uses full-precision effects; displayed factor and driver rows are rounded.

Franchise evidence

Source material assessed

Item 3 — Litigation
1 image
Item 6 — Other Fees
1 image
Item 7 — Estimated Initial Investment
2 images
Item 12 — Territory
1 image
Item 20 — Outlets and Franchise Information
1 image
Full calculation and evidence confidence

Audit layer

Full factor ledger

Full score ledger

Every factor is classified so a displayed zero is not mistaken for a score-changing effect.

Neutral model baseline70.0
Target-market demand+0.7
Property replacement-cycle demandNot included in the score
Competitive environmentNot included in the score
Labor and staffing frictionMeasured; no meaningful local adjustment
Transportation, routing, and parkingDepends on the specific site, territory, or operating condition
Real estate and site feasibilityNot included in the score
Sales and customer acquisitionNot included in the score
Referral ecosystemNot included in the score
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score70.67
Published local-market alignment70.7

Factor calculations use full precision. Contributions and published scores are displayed to one decimal place; ranking order uses the full-precision score.

Evidence confidence

City Modifier Evidence
Adequate
Factor Research Coverage
Adequate
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Limited
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Target-market demand +0.7 pts
Tested rank range
#11–#14
#12Tier 3 · Mixed modeled alignment70.6

Rainbow International Restoration

Restoration · emergency property restoration

Initial investment: $185,336–$351,900

Increase +0.5 pts Referral ecosystemNo material negative local adjustment identified

Rank sensitivity: Highly sensitive

Why it ranks here

Score-changing local factors only. Evidence links open the underlying city finding.

Local factorModeled driversImpact
Referral ecosystem
  • Professional and institutional relationship density Evidence+0.5 pts
    Primary modeled driverRelationship test: #12 → #13
+0.5 pts
Target-market demand
  • University and government account demand Evidence+0.2 pts
+0.2 pts
Transportation, routing, and parkingTemporary route disruption EvidenceConditional — applicability must be confirmedNot scored
Net local movement+0.63 pts

Net uses full-precision effects; displayed factor and driver rows are rounded.

Franchise evidence

Source material assessed

Item 3 — Litigation
1 image
Item 6 — Other Fees
1 image
Item 7 — Estimated Initial Investment
2 images
Item 12 — Territory
1 image
Item 20 — Outlets and Franchise Information
1 image
Full calculation and evidence confidence

Audit layer

Full factor ledger

Full score ledger

Every factor is classified so a displayed zero is not mistaken for a score-changing effect.

Neutral model baseline70.0
Target-market demand+0.2
Property replacement-cycle demandNot included in the score
Competitive environmentNot included in the score
Labor and staffing frictionMeasured; no meaningful local adjustment
Transportation, routing, and parkingDepends on the specific site, territory, or operating condition
Real estate and site feasibilityNot included in the score
Sales and customer acquisitionNot included in the score
Referral ecosystem+0.5
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score70.63
Published local-market alignment70.6

Factor calculations use full precision. Contributions and published scores are displayed to one decimal place; ranking order uses the full-precision score.

Evidence confidence

City Modifier Evidence
Adequate
Factor Research Coverage
Adequate
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Limited
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Referral ecosystem +0.5 pts
Tested rank range
#5–#13
#13Tier 3 · Mixed modeled alignment70.5

PuroClean

Restoration · emergency property restoration

Initial investment: $54,575–$262,145

Increase +0.5 pts Referral ecosystemNo material negative local adjustment identified

Rank sensitivity: Highly sensitive

Why it ranks here

Score-changing local factors only. Evidence links open the underlying city finding.

Local factorModeled driversImpact
Referral ecosystem
  • Professional and institutional relationship density Evidence+0.5 pts
    Primary modeled driverRelationship test: #13 → #14
+0.5 pts
Transportation, routing, and parkingTemporary route disruption EvidenceConditional — applicability must be confirmedNot scored
Net local movement+0.49 pts

Net uses full-precision effects; displayed factor and driver rows are rounded.

Franchise evidence

Source material assessed

Item 3 — Litigation
1 image
Item 6 — Other Fees
1 image
Item 7 — Estimated Initial Investment
2 images
Item 12 — Territory
1 image
Item 20 — Outlets and Franchise Information
1 image
Full calculation and evidence confidence

Audit layer

Full factor ledger

Full score ledger

Every factor is classified so a displayed zero is not mistaken for a score-changing effect.

Neutral model baseline70.0
Target-market demandNot applicable to this operating model
Property replacement-cycle demandNot included in the score
Competitive environmentNot included in the score
Labor and staffing frictionMeasured; no meaningful local adjustment
Transportation, routing, and parkingDepends on the specific site, territory, or operating condition
Real estate and site feasibilityNot included in the score
Sales and customer acquisitionNot included in the score
Referral ecosystem+0.5
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score70.49
Published local-market alignment70.5

Factor calculations use full precision. Contributions and published scores are displayed to one decimal place; ranking order uses the full-precision score.

Evidence confidence

City Modifier Evidence
Adequate
Factor Research Coverage
Adequate
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Limited
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Referral ecosystem +0.5 pts
Tested rank range
#4–#14
#14Tier 3 · Mixed modeled alignment70.5

Tiger Adjusters

Public insurance adjusting · Home-based, referral-led public insurance adjusting business combining local property inspections with…

Initial investment: $43,050–$159,500

Increase +0.5 pts Target-market demandNo material negative local adjustment identified

Rank sensitivity: Highly sensitive

Why it ranks here

Score-changing local factors only. Evidence links open the underlying city finding.

Local factorModeled driversImpact
Target-market demand
  • Household service demand Evidence+0.3 pts
    Primary modeled driverRelationship test: #14 → #11
  • Local business demand Evidence+0.1 pts
+0.5 pts
Net local movement+0.45 pts

Net uses full-precision effects; displayed factor and driver rows are rounded.

Franchise evidence

Source material assessed

Item 3 — Litigation
1 image
Item 6 — Other Fees
1 image
Item 7 — Estimated Initial Investment
2 images
Item 12 — Territory
1 image
Item 19 — Financial Performance Representation
1 image
Public company data assessed
1 source
Full calculation and evidence confidence

Audit layer

Full factor ledger

Full score ledger

Every factor is classified so a displayed zero is not mistaken for a score-changing effect.

Neutral model baseline70.0
Target-market demand+0.5
Property replacement-cycle demandNot included in the score
Competitive environmentNot included in the score
Labor and staffing frictionMeasured; no meaningful local adjustment
Transportation, routing, and parkingDepends on the specific site, territory, or operating condition
Real estate and site feasibilityNot included in the score
Sales and customer acquisitionNot included in the score
Referral ecosystemNot included in the score
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score70.45
Published local-market alignment70.5

Factor calculations use full precision. Contributions and published scores are displayed to one decimal place; ranking order uses the full-precision score.

Evidence confidence

City Modifier Evidence
Adequate
Factor Research Coverage
Adequate
Franchise-profile completeness
Adequate
Source-evidence confidence
Strong
Geographic applicability
Limited
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Target-market demand +0.5 pts
Tested rank range
#10–#14

Worked score example

How we calculated City Wide

This example uses the same ledger shown for every concept and must reconcile exactly to the published score.

Full score ledger

Every factor is classified so a displayed zero is not mistaken for a score-changing effect.

Neutral model baseline70.0
Target-market demand+2.4
Property replacement-cycle demandNot included in the score
Competitive environmentNot included in the score
Labor and staffing frictionMeasured; no meaningful local adjustment
Transportation, routing, and parkingDepends on the specific site, territory, or operating condition
Real estate and site feasibilityNot included in the score
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+0.7
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score73.07
Published local-market alignment73.1

Factor calculations use full precision. Contributions and published scores are displayed to one decimal place; ranking order uses the full-precision score.

Starting pointThe operating-model baseline shown in the first ledger row.
InteractionsAny interaction or gate is included in the relevant contribution or calibration row.
Confidence treatmentEvidence confidence is disclosed separately unless the model definition explicitly applies a calibration adjustment.
RoundingFull-precision contributions are summed before the final displayed score is rounded to one decimal place; whole-number results are shown without a trailing decimal.

Factor impact

Which local conditions changed scores or rankings?

We neutralized one factor at a time, recalculated every score, and then measured both absolute score movement and changes in rank order.

Observed model effectPositive local support

Target-market demand

We tested how much of the city’s theoretical customer and business demand remained usable after operating friction.

Why concepts react differently

We applied a measurable adjustment to 13 of 14 concepts. When we neutralized the factor and recalculated the table, 12 concepts changed position. Rainbow International Restoration moved from #12 to #5, the largest movement among concepts directly affected by this factor.

Concepts adjusted13 of 14
Average among affected+1.2 pts
Average across all concepts+1.1 pts
Concepts changing rank12

What we observed

  • Resident Population Estimate On July 1, 2025147,035 people
  • Population Change From The April 2020 Estimate Base To July 20257.5 percent
  • Estimated Households In The 2020 2024 Period53,076 households

Concepts helped most

City WideFacility management
+2.4 pts
HomeSmilesProperty maintenance services
+2.0 pts
Jan-Pro InternationalCommercial cleaning
+1.9 pts
FASTSIGNSSigns and graphics
+1.6 pts
Pillar To Post Home InspectorsHome inspection
+1.4 pts
Measured but not differentiating in this concept set
  • Property replacement-cycle demandNo material score adjustment
  • Competitive environmentNo material score adjustment
  • Labor and staffing frictionNo material score adjustment
  • Transportation, routing, and parkingNo material score adjustment
  • Real estate and site feasibilityNo material score adjustment
  • Sales and customer acquisitionNo material score adjustment
  • Territory qualityNo material score adjustment
  • Regulatory and operating frictionNo material score adjustment

Rank stability

Which positions depend most on individual assumptions?

The line shows the best and worst rank reached when one factor was removed from every concept. A narrow range indicates a more stable position.

#1 City WideStable · tested #1–#1
#2 HomeSmilesStable · tested #2–#3
#3 Jan-Pro InternationalHighly sensitive · tested #3–#8
#4 FASTSIGNSModerately sensitive · tested #4–#7
#5 ActionCOACHHighly sensitive · tested #2–#6
#6 ZOOM DRAINModerately sensitive · tested #6–#9
#7 Pillar To Post Home InspectorsHighly sensitive · tested #5–#13
#8 Aire ServModerately sensitive · tested #7–#9
#9 Mr. RooterModerately sensitive · tested #8–#11
#10 Mister Sparky ElectricModerately sensitive · tested #10–#12
#11 Workout AnytimeModerately sensitive · tested #11–#14
#12 Rainbow International RestorationHighly sensitive · tested #5–#13
#13 PuroCleanHighly sensitive · tested #4–#14
#14 Tiger AdjustersHighly sensitive · tested #10–#14

Neutralizing a factor removes it from every concept. A concept can move down even when its own score improves because competitors may benefit more.

Score-changing factors

Factors that changed the calculated scores

The graph includes the top 14 concepts by local-alignment score. Only nonzero score contributions are plotted. A factor is removed when every displayed concept received 0.0 points from it. Hover or focus a concept name to highlight all of its remaining data points.

Factor impact among the highest-rated franchise conceptsDiverging dot plot showing nonzero factor score contributions for the top 14 concepts. Zero-point concept-factor pairs are omitted, and factors with no nonzero contributions are excluded.+2.5+1.30.0-1.3-2.5
Target-market demand
#1 City Wide · Target-market demand · +2.4 pts1#2 HomeSmiles · Target-market demand · +2.0 pts2#3 Jan-Pro International · Target-market demand · +1.9 pts3#4 FASTSIGNS · Target-market demand · +1.6 pts4#5 ActionCOACH · Target-market demand · +1.3 pts5#6 ZOOM DRAIN · Target-market demand · +1.0 pts6#7 Pillar To Post Home Inspectors · Target-market demand · +1.4 pts7#8 Aire Serv · Target-market demand · +1.1 pts8#9 Mr. Rooter · Target-market demand · +1.1 pts9#10 Mister Sparky Electric · Target-market demand · +0.8 pts10#11 Workout Anytime · Target-market demand · +0.7 pts11#12 Rainbow International Restoration · Target-market demand · +0.2 pts12#14 Tiger Adjusters · Target-market demand · +0.5 pts14
Referral ecosystem
#1 City Wide · Referral ecosystem · +0.7 pts1#2 HomeSmiles · Referral ecosystem · +0.5 pts2#3 Jan-Pro International · Referral ecosystem · +0.2 pts3#4 FASTSIGNS · Referral ecosystem · +0.3 pts4#5 ActionCOACH · Referral ecosystem · +0.6 pts5#6 ZOOM DRAIN · Referral ecosystem · +0.4 pts6#12 Rainbow International Restoration · Referral ecosystem · +0.5 pts12#13 PuroClean · Referral ecosystem · +0.5 pts13
Primary source records by factorTarget-market demand: [4] [5] [8] [7] [9] [10] [11] [2]Property replacement-cycle demand: [5] [4] [19] [27] [26] [2]Competitive environment: [8] [4] [28] [3]Labor and staffing friction: [6] [7] [8] [1] [2]Transportation, routing, and parking: [25] [4] [1] [3]Real estate and site feasibility: [16] [17] [18] [19] [5] [24] [2]Sales and customer acquisition: [11] [12] [13] [14] [15] [28] [8]Referral ecosystem: [7] [6] [9] [11] [15]Territory quality: [16] [17] [18] [19] [20] [25] [3]Regulatory and operating friction: [20] [21] [22] [5] [23] [24] [1] [3]
View the chart data as a table
ConceptTarget-market demandReferral ecosystem
#1 City Wide+2.4 pts+0.7 pts
#2 HomeSmiles+2.0 pts+0.5 pts
#3 Jan-Pro International+1.9 pts+0.2 pts
#4 FASTSIGNS+1.6 pts+0.3 pts
#5 ActionCOACH+1.3 pts+0.6 pts
#6 ZOOM DRAIN+1.0 pts+0.4 pts
#7 Pillar To Post Home Inspectors+1.4 pts—
#8 Aire Serv+1.1 pts—
#9 Mr. Rooter+1.1 pts—
#10 Mister Sparky Electric+0.8 pts—
#11 Workout Anytime+0.7 pts—
#12 Rainbow International Restoration+0.2 pts+0.5 pts
#13 PuroClean—+0.5 pts
#14 Tiger Adjusters+0.5 pts—

Interpretation

How to interpret the result

City Wide, HomeSmiles, Jan-Pro International led because their operating requirements captured more of the local support from target-market demand while remaining less exposed to property replacement-cycle demand. The same city condition can help one operating model and constrain another, so score differences should be read through each concept's factor pattern rather than as a universal franchise-quality verdict. The ordering is most assumption-sensitive for Jan-Pro International, ActionCOACH, Pillar To Post Home Inspectors; their ranks move more widely when individual factors are neutralized.

Category comparisons

Best franchise categories we assessed in Columbia, South Carolina

Category summaries are shown only when at least two concepts qualified. Two-concept comparisons are explicitly labeled as limited.

Limited two-concept comparison

Limited comparison: Restoration franchise opportunities assessed in Columbia, South Carolina

70.6

2 Restoration concepts qualified for comparison, with scores ranging from 70.5 to 70.6. Rainbow International Restoration ranked highest at 70.6. Referral ecosystem added 0.5 points on average among the affected concepts.

Interpret cautiously: A 0.1-point spread is too small to support a strong brand-level conclusion from city alignment alone.

Concepts compared
2
Score range
70.5–70.6
Category average
70.6
Rainbow International Restoration70.6
PuroClean70.5

Metric registry

The 30 local metrics behind this analysis

The registry shows each public metric’s raw value, period, geography, source, and its actual role in the compiled analysis.

View all local metrics
MetricRaw valuePeriodGeographyRole in analysisSource
Resident population estimate on July 1, 2025147,035peopleJuly 1, 2025 population estimate; 2020-2024 ACS characteristics; 2022 economic sales metricsColumbia, South CarolinaUsed in scoring [4]
Population change from the April 2020 estimate base to July 20257.5percentJuly 1, 2025 population estimate; 2020-2024 ACS characteristics; 2022 economic sales metricsColumbia, South CarolinaUsed in scoring [4]
Estimated households in the 2020-2024 period53,076householdsJuly 1, 2025 population estimate; 2020-2024 ACS characteristics; 2022 economic sales metricsColumbia, South CarolinaUsed in scoring [4]
Owner-occupied housing unit rate45.5percentJuly 1, 2025 population estimate; 2020-2024 ACS characteristics; 2022 economic sales metricsColumbia, South CarolinaContext only [4]
Selected city economic sales and receipts reported in QuickFactsretail sales thousand usd: 3,476,973; accommodation food sales thousand usd: 858,982; health care social assistance receipts thousand usd: 4,365,619; transportation warehousing receipts thousand usd: 310,130thousand usdJuly 1, 2025 population estimate; 2020-2024 ACS characteristics; 2022 economic sales metricsColumbia, South CarolinaUsed in scoring [4]
Covered establishments in Richland County in Q4 202512,611establishmentsFourth quarter and December 2025Richland County, South CarolinaUsed in scoring [8]
Covered employment in Richland County in December 2025231,156jobsFourth quarter and December 2025Richland County, South CarolinaContext only [8]
FY 2025-2026 new residential construction permitted by the Citysingle two family townhome new construction permits: 919; multifamily new construction permits: 16; multifamily units: 2,338permits and unitsJune 2026 and FY 2025-2026 totalsColumbia, South CarolinaUsed in scoring [5]
Residential building renovation permits issued in FY 2025-20261,065permitsJune 2026 and FY 2025-2026 totalsColumbia, South CarolinaContext only [5]
Commercial building renovation permits issued in FY 2025-2026359permitsJune 2026 and FY 2025-2026 totalsColumbia, South CarolinaContext only [5]
Government employment in the Columbia MSA in June 202685,900jobs preliminaryJanuary-June 2026; data extracted August 7, 2026Columbia, SC Metropolitan Statistical AreaUsed in scoring [7]
Government employment as a share of Columbia MSA nonfarm employment in June 202619.7percent derivedJanuary-June 2026; data extracted August 7, 2026Columbia, SC Metropolitan Statistical AreaUsed in scoring [7]
Professional/business services and financial activities employment in the Columbia MSA in June 2026professional business services jobs: 52,800; financial activities jobs: 35,100jobs preliminaryJanuary-June 2026; data extracted August 7, 2026Columbia, SC Metropolitan Statistical AreaUsed in scoring [7]
USC Columbia preliminary enrollment exceeded 40,000 students in fall 2025minimum: 40,000; qualifier: exceededstudentsFall 2025 preliminary enrollmentUniversity of South Carolina Columbia campusUsed in scoring [9]
Companies that are not current USC suppliers may register as bidders and participate in solicitation eventsyesbooleanCurrent procurement procedures accessed August 2026University of South CarolinaUsed in scoring [11]
South Carolina state vendors must register before bidding and state procurement opportunities use formal solicitation systemsyesbooleanCurrent rules accessed August 2026South CarolinaSupports modeled relationship [13] [14] [15]
Columbia MSA mean hourly wages for selected major occupational groups versus the national all-occupation meanall occupations columbia: 28.38; all occupations us: 33.54; food preparation and serving: 14.2; personal care and service: 16.87; building and grounds cleaning maintenance: 17.14; healthcare support: 17.6; management: 59.45usd per hourMay 2025Columbia, SC Metropolitan Statistical AreaContext only [6]
Office and administrative support share of Columbia MSA employmentcolumbia share percent: 14; united states share percent: 11.4percent of employmentMay 2025Columbia, SC Metropolitan Statistical AreaContext only [6]
Columbia MSA unemployment rate in June 20264.2percent preliminary not seasonally adjustedJanuary-June 2026; data extracted August 7, 2026Columbia, SC Metropolitan Statistical AreaContext only [7]
CBD Class A office vacancy and upper asking-rent signal in Q1 2026cbd class a vacancy percent: 3.46; overall class a vacancy max percent: 5.5; first reported asking rent usd psf: 40; class a asking rent yoy change percent: 22mixed cre metricsQ1 2026Columbia CBD Class A office marketConditional relationship [16]
Overall Columbia office vacancy in Q2 20269.3percentQ2 2026Columbia office marketConditional relationship [17]
Columbia Class A industrial vacancy and available inventory at year-end 2025class a vacancy percent: 1.98; available class a sqft max: 300,000; active construction sqft: 4,700,000; active construction delivery status: reported as delivering occupiedmixed cre metricsQ4 2025Columbia industrial marketConditional relationship [18]
Columbia industrial Class A rent and vacancy-age concentration in Q1 2026class a rent usd psf: 7.31; class a rent yoy change percent: 16.4; share of market vacancy in pre 2000 buildings min percent: 90; gross absorption sqft approx: 1,600,000mixed cre metricsQ1 2026Columbia industrial marketConditional relationship [19]
Current Columbia zoning overlays include design, historic, flood, and airport overlays; the Downtown Columbia Overlay became effective January 5, 2026design overlays: OV-5P Five Points Design, OV-DC Downtown Columbia, OV-NMC North Main Corridor Design; other overlays: OV-HP Historic Preservation, OV-A Airport Safety, OV-FW Floodway, OV-FP Floodplain; downtown effective date: 2026-01-05overlay listCurrent zoning overlays accessed August 2026Columbia, South CarolinaConditional relationship [20] [22]
Exterior alterations in a Design or Historic Preservation Overlay District require a Certificate of Design ApprovalyesbooleanCurrent permit rules accessed August 2026City of Columbia Design and Historic Preservation Overlay DistrictsConditional relationship [21] [22] [5]
Certificates of Design Approval issued in June 2026preservation cdas staff: 23; urban design cdas staff: 5; total certificate of design approval permits: 28approvalsJune 2026 and FY 2025-2026 totalsCity of Columbia urban design and historic preservation overlaysConditional relationship [5]
Selected in-city Columbia Water base charges effective July 1, 2026water base 1 inch usd: 17.31; water base 2 inch usd: 41.48; sewer base 1 inch usd: 10.37; sewer base 2 inch usd: 16.59; sewer use charge per 100 cuft usd: 5.38usdRates effective July 1, 2026Columbia Water in-city serviceContext only [23]
New water/sewer service requires property-owner application and payment at application; Columbia Water advises applicants to confirm current tap feespayment due at application: yes; meter installation only recommended weeks: 6; missing stubout additional weeks range: 6, 8process and weeksCurrent application process and installation guidance accessed August 2026Columbia Water service areaContext only [24]
Carolina Crossroads is reconfiguring 14 miles of the I-20/I-26/I-126 corridor; construction began in November 2021 and substantial completion is expected in the mid-2030scorridor miles: 14; construction start: 2021-11; expected substantial completion: mid-2030sproject scopeConstruction began November 2021; current project status accessed August 2026; substantial completion expected mid-2030sI-20/I-26/I-126 Carolina Crossroads corridorConditional relationship [25]
A city-posted geotechnical investigation at 1002 Drake Street found silty sand, clayey sand, and lean-clay materials; selected clayey/sandy lean-clay tests reported plasticity index 25project area acres: 6.9; described materials: silty sand, clayey sand, lean clay; selected plasticity index: 25site geotechnical resultsSite investigation for proposed development at 1002 Drake Street1002 Drake Street, Columbia, South CarolinaContext only [27]

How to use the ranking

What the model can and cannot establish

  • Scores measure local operating alignment, not expected financial performance or franchise-system quality.
  • Citywide evidence may not describe the exact site or territory ultimately offered.
  • Conditional effects are shown for diligence but do not change the published score until their applicability is established.

Methodology

How the local-alignment ranking is calculated

01

Measure the city

Collect reusable local metrics with source, period, geography, and confidence fields.

02

Profile each operating model

Map each franchise to controlled operating attributes and local sensitivities.

03

Apply scoreable effects

Score only effects whose applicability is established at the report’s current geographic and operating scope.

04

Preserve conditional effects

Keep location- or territory-dependent issues visible for diligence without automatically changing the score.

05

Test rank sensitivity

Remove one factor at a time from every concept and rerank using full-precision scores.

06

Generate public output

Create the ranking, factor-status ledger, visuals, metric registry, and automated quality report from the same data.

How the common baseline becomes a city-specific score

Every concept starts from the same 70.0 reference point, so differences come only from modeled local interactions. In this city, City Wide reached 73.07 after target-market demand +2.4 pts and referral ecosystem +0.7 pts. The current model caps total local movement at ±18.0 points. The score is not a percentage, probability, or estimate of investment quality.

Precision and materiality

Calculations use full-precision values. Published scores and factor contributions display one decimal place, while ranks use full precision. Effects smaller than 0.1 points are identified as below the publication threshold rather than presented as a meaningful zero.

Score tiers

Tier 1 · Strongest modeled alignment80.0–100.0
Tier 2 · Favorable modeled alignment72.0–<80.0
Tier 3 · Mixed modeled alignment64.0–<72.0
Tier 4 · Higher-friction modeled alignment0.0–<64.0

How factor rows are classified

Positive local adjustmentNegative local adjustmentMeasured; no meaningful local adjustmentEffect below the publication thresholdNot applicable to this operating modelDepends on the specific site, territory, or operating conditionNot included in the score
What “best” means here

“Best” means the strongest modeled local operating alignment among the franchise concepts assessed on this page.

Model 0.9.0 · Compiler 0.15.1-franchise-image-filter · Report generated August 19, 2026 (site timezone)

Model governance

How this report is calculated and corrected

Calculation controls

Model designer
Thomas Jepsen

No concept’s final score is manually raised or lowered after calculation. Reports are checked for source scope, classification, arithmetic, unsupported claims, duplication, and readability before publication.

Model history

  1. Model 0.9.0-calibration · August 19, 2026Added compiler-derived decision intelligence and observation usage mapping., Changed factor sensitivity and channel counterfactuals to full model reruns., Added data-dependent city content signals while preserving legacy public report fields., and Added model-owned semantic compatibility gates and backward-compatible channel-level evidence attribution.

Corrections policy

Corrected source, geography, or operating-profile evidence triggers a full compiler rerun so every dependent score and visual is recalculated.

Source registry

Local evidence supporting this report

The city page keeps the local sources used for its visible findings and metrics. Franchise-source provenance stays with the underlying franchise research rather than being duplicated across every city page.

  1. 1
    Forensic Audit of Municipal Structural Constraints and Deal-Killer LiabilitiesInternal or supplied research; not publicly accessible.
    Publisher
    Supplied research material
    Data period
    Research cites public sources accessed through February 19, 2026
    Scope
    Columbia, South Carolina section within a multi-city research docket
    Locator
    Columbia section: utility connection fees, Blossom Street Bridge, and NULL findings
    Source tier
    Tier 5 · supplied bespoke research
    Accessed
    August 7, 2026
  2. 2
    Strategic Utility Delta Audit: Structural Inefficiencies and CRE Arbitrage Across Local U.S. MarketsInternal or supplied research; not publicly accessible.
    Publisher
    Supplied research material
    Data period
    Research cites public sources accessed through February 24, 2026
    Scope
    Columbia, South Carolina section within a multi-city research docket
    Locator
    Columbia section: soil, housing, university/government, industrial, and submarket claims
    Source tier
    Tier 5 · supplied bespoke research
    Accessed
    August 7, 2026
  3. 3
    Franchise data - remake - B startInternal or supplied research; not publicly accessible.
    Publisher
    Supplied research material
    Data period
    Supplied neighborhood and nearby-municipality operational notes
    Scope
    Columbia-area neighborhoods and separate nearby municipalities
    Locator
    Rows for Shandon and Rosewood inside Columbia; West Columbia, Cayce, Forest Acres, and Irmo retained only as geographic exclusions
    Source tier
    Tier 5 · supplied bespoke research
    Accessed
    August 7, 2026
  4. 4
    QuickFacts: Columbia city, South Carolina

    Used for: Resident population estimate on July 1, 2025, Population change from the April 2020 estimate base to July 2025, Estimated households in the 2020-2024 period, Owner-occupied housing unit rate, and Selected city economic sales and receipts reported in QuickFacts

    Publisher
    U.S. Census Bureau
    Data period
    July 1, 2025 population estimate; 2020-2024 ACS characteristics; 2022 economic sales metrics
    Scope
    Columbia city, South Carolina
    Locator
    Population, housing, households, economic sales, travel time, and income rows
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  5. 5
    Planning & Development Services Monthly Report, June 2026

    Used for: FY 2025-2026 new residential construction permitted by the City, Residential building renovation permits issued in FY 2025-2026, Commercial building renovation permits issued in FY 2025-2026, Exterior alterations in a Design or Historic Preservation Overlay District require a Certificate of Design Approval, and Certificates of Design Approval issued in June 2026

    Publisher
    City of Columbia Planning & Development Services
    Data period
    June 2026 and FY 2025-2026 totals
    Scope
    City of Columbia
    Locator
    Pages 1-4: permit values, residential/multifamily construction, renovation permits, design review, and land-development thresholds
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  6. 6
    Occupational Employment and Wages in Columbia, SC — May 2025

    Used for: Columbia MSA mean hourly wages for selected major occupational groups versus the national all-occupation mean and Office and administrative support share of Columbia MSA employment

    Publisher
    U.S. Bureau of Labor Statistics
    Published
    July 8, 2026
    Data period
    May 2025
    Scope
    Columbia, SC Metropolitan Statistical Area
    Locator
    Table A and Table 1; major occupational groups, wages, employment shares, and detailed office/administrative occupations
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  7. 7
    Columbia, SC Economy at a Glance

    Used for: Government employment in the Columbia MSA in June 2026, Government employment as a share of Columbia MSA nonfarm employment in June 2026, Professional/business services and financial activities employment in the Columbia MSA in June 2026, and Columbia MSA unemployment rate in June 2026

    Publisher
    U.S. Bureau of Labor Statistics
    Published
    August 7, 2026
    Data period
    January-June 2026; data extracted August 7, 2026
    Scope
    Columbia, SC Metropolitan Statistical Area
    Locator
    Labor force and nonfarm employment series through June 2026
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  8. 8
    County Employment and Wages in South Carolina — Fourth Quarter 2025

    Used for: Covered establishments in Richland County in Q4 2025 and Covered employment in Richland County in December 2025

    Publisher
    U.S. Bureau of Labor Statistics
    Published
    June 9, 2026
    Data period
    Fourth quarter and December 2025
    Scope
    South Carolina counties, including Richland County
    Locator
    Richland County covered establishments, employment, and average weekly wage
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  9. 9
    USC welcomes students back to campus

    Used for: USC Columbia preliminary enrollment exceeded 40,000 students in fall 2025

    Publisher
    University of South Carolina
    Published
    August 20, 2025
    Data period
    Fall 2025 preliminary enrollment
    Scope
    USC Columbia campus
    Locator
    Overall Columbia campus enrollment and freshman count
    Source tier
    Tier 1 · public institution
    Accessed
    August 7, 2026
  10. 10
    2026 Enrollment Data
    Publisher
    University of South Carolina Institutional Research, Assessment, and Analytics
    Data period
    Spring, Summer, and Fall 2026 report index
    Scope
    University of South Carolina system and Columbia campus
    Locator
    Fall 2026 and Summer 2026 preliminary report selectors; Spring 2026 official report selector
    Source tier
    Tier 1 · public institution
    Accessed
    August 7, 2026
  11. 11
    Purchasing Department

    Used for: Companies that are not current USC suppliers may register as bidders and participate in solicitation events

    Publisher
    University of South Carolina
    Data period
    Current procurement procedures accessed August 2026
    Scope
    University of South Carolina, Columbia
    Locator
    Supplier/Bidder registration, procurement-law framework, and Purchasing Department location
    Source tier
    Tier 1 · public institution
    Accessed
    August 7, 2026
  12. 12
    Procurement Advertisements
    Publisher
    University of South Carolina
    Data period
    Active July-August 2026 advertisements accessed August 7, 2026
    Scope
    University of South Carolina
    Locator
    Current solicitation and sole-source advertisement table
    Source tier
    Tier 1 · public institution
    Accessed
    August 7, 2026
  13. 13
    Vendor Registration

    Used for: South Carolina state vendors must register before bidding and state procurement opportunities use formal solicitation systems

    Publisher
    South Carolina Division of Procurement Services
    Data period
    Current rules accessed August 2026
    Scope
    South Carolina state government procurement
    Locator
    Vendor-registration requirement for bidding and payment; 2026 system-transition notice
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  14. 14
    New Vendor Information

    Used for: South Carolina state vendors must register before bidding and state procurement opportunities use formal solicitation systems

    Publisher
    South Carolina Division of Procurement Services
    Data period
    Current rules accessed August 2026
    Scope
    South Carolina state government procurement
    Locator
    SCEIS/SRM registration and competitive-solicitation workflow
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  15. 15
    South Carolina Business Opportunities

    Used for: South Carolina state vendors must register before bidding and state procurement opportunities use formal solicitation systems

    Publisher
    South Carolina Division of Procurement Services
    Data period
    Current advertisements accessed August 7, 2026
    Scope
    Statewide South Carolina procurement opportunities; procurement office located in Columbia
    Locator
    Vendor registration statement and current advertisement categories
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  16. 16
    Columbia Office Market Report | 2026 Q1

    Used for: CBD Class A office vacancy and upper asking-rent signal in Q1 2026

    Publisher
    Colliers
    Published
    April 9, 2026
    Data period
    Q1 2026
    Scope
    Columbia office market and submarkets
    Locator
    Class A CBD vacancy, Class A market vacancy, rent growth, and first $40/SF asking rent
    Source tier
    Tier 3 · credible industry
    Accessed
    August 7, 2026
  17. 17
    Columbia MarketBeats

    Used for: Overall Columbia office vacancy in Q2 2026

    Publisher
    Cushman & Wakefield
    Published
    July 24, 2026
    Data period
    Q2 2026
    Scope
    Columbia office and industrial markets
    Locator
    Q2 2026 office vacancy and industrial overall asking-rent summary
    Source tier
    Tier 3 · credible industry
    Accessed
    August 7, 2026
  18. 18
    2025 Q4 Columbia Industrial Report

    Used for: Columbia Class A industrial vacancy and available inventory at year-end 2025

    Publisher
    Colliers
    Published
    February 16, 2026
    Data period
    Q4 2025
    Scope
    Columbia industrial market
    Locator
    Class A vacancy, available square footage, absorption, rent growth, and occupied construction pipeline
    Source tier
    Tier 3 · credible industry
    Accessed
    August 7, 2026
  19. 19
    Columbia Industrial Market Report | 2026 Q1

    Used for: Columbia industrial Class A rent and vacancy-age concentration in Q1 2026

    Publisher
    Colliers
    Published
    May 6, 2026
    Data period
    Q1 2026
    Scope
    Columbia industrial market
    Locator
    Gross absorption, vacancy composition by building age, Class A rent, and supply limitations
    Source tier
    Tier 3 · credible industry
    Accessed
    August 7, 2026
  20. 20
    Districts & Overlays

    Used for: Current Columbia zoning overlays include design, historic, flood, and airport overlays; the Downtown Columbia Overlay became effective January 5, 2026

    Publisher
    City of Columbia Planning & Development
    Data period
    Current zoning overlays accessed August 2026
    Scope
    City of Columbia
    Locator
    Overlay district list, including Five Points, Downtown Columbia, North Main Corridor, Historic Preservation, Airport Safety, Floodway, and Floodplain
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  21. 21
    Zoning Permits

    Used for: Exterior alterations in a Design or Historic Preservation Overlay District require a Certificate of Design Approval

    Publisher
    City of Columbia Planning & Development
    Data period
    Current permit rules accessed August 2026
    Scope
    City of Columbia
    Locator
    Sign permits and Certificate of Design Approval requirement for exterior alterations in Design or Historic Preservation Overlay Districts
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  22. 22
    Design Districts

    Used for: Current Columbia zoning overlays include design, historic, flood, and airport overlays; the Downtown Columbia Overlay became effective January 5, 2026 and Exterior alterations in a Design or Historic Preservation Overlay District require a Certificate of Design Approval

    Publisher
    City of Columbia Planning & Development
    Data period
    Current design-review framework accessed August 2026
    Scope
    City of Columbia urban design overlay districts
    Locator
    Downtown Columbia effective January 5, 2026; Five Points and North Main; staff/commission review workflow
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  23. 23
    Rates

    Used for: Selected in-city Columbia Water base charges effective July 1, 2026

    Publisher
    City of Columbia Water
    Data period
    Rates effective July 1, 2026
    Scope
    Columbia Water service area with in-city and out-of-city distinctions
    Locator
    Water and sewer base charges by meter size, use charges, and location differences
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  24. 24
    Water Meter and Sewer Taps

    Used for: New water/sewer service requires property-owner application and payment at application; Columbia Water advises applicants to confirm current tap fees

    Publisher
    City of Columbia Water
    Data period
    Current application process and installation guidance accessed August 2026
    Scope
    Columbia Water service area
    Locator
    New-service application/payment requirements, fee-confirmation instruction, and recommended installation timelines
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  25. 25
    Carolina Crossroads

    Used for: Carolina Crossroads is reconfiguring 14 miles of the I-20/I-26/I-126 corridor; construction began in November 2021 and substantial completion is expected in the mid-2030s

    Publisher
    South Carolina Department of Transportation
    Data period
    Construction began November 2021; current project status accessed August 2026; substantial completion expected mid-2030s
    Scope
    14-mile I-20/I-26/I-126 corridor in the Columbia/Midlands area
    Locator
    Project scope, phase history, freight/commuter purpose, construction start, and expected completion horizon
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  26. 26
    Reading a Geologic Map: Southwest Columbia, SC
    Publisher
    South Carolina Geological Survey, SCDNR
    Data period
    Southwest Columbia quadrangle geology; source map published 2010
    Scope
    Southwest Columbia quadrangle and surrounding Richland/Lexington/Calhoun geography
    Locator
    Pinehurst Formation, fluvial terraces, Congaree River, granite outcrops, Fall Line, and cross-section features
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  27. 27
    Geotechnical Engineering Report: Drake Street Development

    Used for: A city-posted geotechnical investigation at 1002 Drake Street found silty sand, clayey sand, and lean-clay materials; selected clayey/sandy lean-clay tests reported plasticity index 25

    Publisher
    Terracon Consultants, hosted by City of Columbia Planning & Development
    Published
    October 27, 2022
    Data period
    Site investigation for proposed development at 1002 Drake Street
    Scope
    Approximately 6.9-acre project site at 1002 Drake Street, Columbia
    Locator
    Boring logs and laboratory results describing silty sand, clayey sand, lean clay, and plasticity results
    Source tier
    Tier 2 · site-specific professional engineering
    Accessed
    August 7, 2026
  28. 28
    County Business Patterns API
    Publisher
    U.S. Census Bureau
    Published
    June 26, 2025
    Data period
    Calendar year 2023 dataset framework
    Scope
    County, metropolitan area, and ZIP Code business establishments by NAICS
    Locator
    CBP data access and geography/industry coverage; reviewed for category-specific competition research
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026

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