Local operating-model alignment analysis

Best Franchise Opportunities We Assessed in Birmingham, Alabama

We compared 14 franchise concepts for Birmingham, Alabama. Healthcare institutional 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
31Sources used
20Primary sources
39Local 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

70.1 average across 2 concepts

Largest positive factorTarget-market demand

0.6 points average among 6 affected concepts

Most assumption-sensitive rankJan-Pro International

Tested rank range spans 12 positions

Executive conclusion

What the ranking means for Birmingham, Alabama

City Wide, Jan-Pro International, and FASTSIGNS produced the highest modeled local-alignment scores in the evaluated set. Healthcare institutional service demand was the strongest positive scored mechanism among 6 exposed concepts, adding 0.6 points on average. City Wide was especially relationship-sensitive: removing healthcare institutional service demand moved it from #1 to #12 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
71.4Tier 3 · Mixed modeled alignment
+1.4 ptsTarget-market demand No material negative local adjustmentModerate evidence confidence
2Jan-Pro InternationalCommercial cleaningInvestment: $130,000–$421,500
71.0Tier 3 · Mixed modeled alignment
+1.0 ptsTarget-market demand No material negative local adjustmentModerate evidence confidence
3FASTSIGNSSigns and graphicsInvestment: $231,226–$386,285
70.5Tier 3 · Mixed modeled alignment
+0.5 ptsTarget-market demand No material negative local adjustmentModerate evidence confidence
4HomeSmilesProperty maintenance servicesInvestment: $148,110–$201,800
70.5Tier 3 · Mixed modeled alignment
+0.5 ptsTarget-market demand No material negative local adjustmentModerate evidence confidence
5Rainbow International RestorationRestorationInvestment: $185,336–$351,900
70.2Tier 3 · Mixed modeled alignment
+0.2 ptsTarget-market demand No material negative local adjustmentModerate evidence confidence
6ActionCOACHBusiness coachingInvestment: $71,668–$303,513
70.2Tier 3 · Mixed modeled alignment
+0.2 ptsTarget-market demand No material negative local adjustmentModerate evidence confidence
7Aire ServHVAC installation, repair, and maintenanceInvestment: $113,308–$271,708
70.0Tier 3 · Mixed modeled alignment
No material positive local adjustmentNo material negative local adjustmentModerate evidence confidence
8Tiger AdjustersPublic insurance adjustingInvestment: $43,050–$159,500
70.0Tier 3 · Mixed modeled alignment
No material positive local adjustmentNo material negative local adjustmentModerate evidence confidence
9ZOOM DRAINDrain and sewer serviceInvestment: $266,250–$570,500
70.0Tier 3 · Mixed modeled alignment
No material positive local adjustmentNo material negative local adjustmentModerate evidence confidence
10Mr. RooterPlumbingInvestment: $152,900–$298,675
70.0Tier 3 · Mixed modeled alignment
No material positive local adjustmentNo material negative local adjustmentModerate evidence confidence

View all 14 score calculations

Conditions that changed the analysis

What mattered most in Birmingham, Alabama

01

UAB and Birmingham’s health-care cluster support institutional service demand

This relationship affected 6 concepts and added 0.6 points on average among those exposed. Local evidence: Healthcare practitioners and technical occupations as a share of Birmingham-area employment: 8.7 percent of area employment. [14] [5]

02

2024 ACS 1-year median household income for the Birmingham metro area was $74,954

The 2024 ACS 1-year city estimate was $51,355, while the metro estimate was $74,954; the city poverty estimate was also materially higher than the metro estimate. Metro-wide purchasing-power statistics can therefore overstate the income profile of a Birmingham-city trade area. Site-level demand should use the actual trade area rather than the metropolitan average. [6] [7] [8]

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. [14] [5] [2] [11] [12]

Evidence behind the city mechanisms

UAB and Birmingham’s health-care cluster support institutional service demand1 modeled effect
Healthcare institutional service demandTarget-market demand

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 3 · Mixed modeled alignment71.4

City Wide

Facility management · B2B facility management and vendor coordination

Initial investment: $229,729–$410,730

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
  • Healthcare institutional service demand Evidence+1.4 pts
    Primary modeled driverRelationship test: #1 → #12
+1.4 pts
Net local movement+1.37 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+1.4
Property replacement-cycle demandMeasured; no meaningful local adjustment
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 score71.37
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
Strong
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Target-market demand +1.4 pts
Tested rank range
#1–#12
#2Tier 3 · Mixed modeled alignment71.0

Jan-Pro International

Commercial cleaning · recurring commercial route service

Initial investment: $130,000–$421,500

Increase +1.0 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
  • Healthcare institutional service demand Evidence+1.0 pts
    Primary modeled driverRelationship test: #2 → #14
+1.0 pts
Net local movement+0.99 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+1.0
Property replacement-cycle demandMeasured; no meaningful local adjustment
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 score70.99
Published local-market alignment71.0

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
Strong
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Target-market demand +1.0 pts
Tested rank range
#2–#14
#3Tier 3 · Mixed modeled alignment70.5

FASTSIGNS

Signs and graphics · B2B production and installation center

Initial investment: $231,226–$386,285

Increase +0.5 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
  • Healthcare institutional service demand Evidence+0.5 pts
    Primary modeled driverRelationship test: #3 → #6
+0.5 pts
Net local movement+0.52 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+0.5
Property replacement-cycle demandMeasured; no meaningful local adjustment
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 score70.52
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
Strong
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Target-market demand +0.5 pts
Tested rank range
#3–#6
#4Tier 3 · Mixed modeled alignment70.5

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 +0.5 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
  • Healthcare institutional service demand Evidence+0.5 pts
    Primary modeled driverRelationship test: #4 → #2
+0.5 pts
Net local movement+0.52 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+0.5
Property replacement-cycle demandMeasured; no meaningful local adjustment
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 score70.52
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
Strong
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Target-market demand +0.5 pts
Tested rank range
#2–#4
#5Tier 3 · Mixed modeled alignment70.2

Rainbow International Restoration

Restoration · emergency property restoration

Initial investment: $185,336–$351,900

Increase +0.2 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
  • Healthcare institutional service demand Evidence+0.2 pts
    Primary modeled driverRelationship test: #5 → #13
+0.2 pts
Net local movement+0.19 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 demandMeasured; no meaningful local adjustment
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 score70.19
Published local-market alignment70.2

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
Strong
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Target-market demand +0.2 pts
Tested rank range
#5–#13
#6Tier 3 · Mixed modeled alignment70.2

ActionCOACH

Business coaching · home-based B2B advisory

Initial investment: $71,668–$303,513

Increase +0.2 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
  • Healthcare institutional service demand Evidence+0.2 pts
    Primary modeled driverRelationship test: #6 → #5
+0.2 pts
Net local movement+0.17 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 demandMeasured; no meaningful local adjustment
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 score70.17
Published local-market alignment70.2

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
Strong
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Target-market demand +0.2 pts
Tested rank range
#5–#6
#7Tier 3 · Mixed modeled alignment70.0

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

No material positive local adjustment identifiedNo 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.

No material scored local adjustment was identified for this concept.

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 demandNot applicable to this operating model
Property replacement-cycle demandMeasured; no meaningful local adjustment
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 score70.00
Published local-market alignment70.0

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
Strong
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
0.0 pts
Tested rank range
#1–#7
#8Tier 3 · Mixed modeled alignment70.0

Tiger Adjusters

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

Initial investment: $43,050–$159,500

No material positive local adjustment identifiedNo 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.

No material scored local adjustment was identified for this concept.

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 demandNot applicable to this operating model
Property replacement-cycle demandMeasured; no meaningful local adjustment
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 score70.00
Published local-market alignment70.0

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
Strong
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
0.0 pts
Tested rank range
#3–#8
#9Tier 3 · Mixed modeled alignment70.0

ZOOM DRAIN

Drain and sewer service · emergency skilled-trade route service

Initial investment: $266,250–$570,500

No material positive local adjustment identifiedNo 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.

No material scored local adjustment was identified for this concept.

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 demandMeasured; no meaningful local adjustment
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 score70.00
Published local-market alignment70.0

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
Strong
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
0.0 pts
Tested rank range
#4–#9
#10Tier 3 · Mixed modeled alignment70.0

Mr. Rooter

Plumbing · scheduled and emergency skilled-trade service

Initial investment: $152,900–$298,675

No material positive local adjustment identifiedNo 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.

No material scored local adjustment was identified for this concept.

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 demandMeasured; no meaningful local adjustment
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 score70.00
Published local-market alignment70.0

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
Strong
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
0.0 pts
Tested rank range
#7–#10
#11Tier 3 · Mixed modeled alignment70.0

Mister Sparky Electric

Electrical · skilled-trade home service

No material positive local adjustment identifiedNo 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.

No material scored local adjustment was identified for this concept.

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 demandMeasured; no meaningful local adjustment
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 score70.00
Published local-market alignment70.0

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
Strong
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
0.0 pts
Tested rank range
#8–#11
#12Tier 3 · Mixed modeled alignment70.0

Pillar To Post Home Inspectors

Home inspection · mobile property inspection service

Initial investment: $102,690–$134,290

No material positive local adjustment identifiedNo 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.

No material scored local adjustment was identified for this concept.

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 demandNot applicable to this operating model
Property replacement-cycle demandMeasured; no meaningful local adjustment
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 score70.00
Published local-market alignment70.0

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
Strong
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
0.0 pts
Tested rank range
#9–#12
#13Tier 3 · Mixed modeled alignment70.0

PuroClean

Restoration · emergency property restoration

Initial investment: $54,575–$262,145

No material positive local adjustment identifiedNo 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.

No material scored local adjustment was identified for this concept.

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 demandMeasured; no meaningful local adjustment
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 score70.00
Published local-market alignment70.0

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
Strong
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
0.0 pts
Tested rank range
#10–#13
#14Tier 3 · Mixed modeled alignment70.0

Workout Anytime

Fitness · fixed-location membership fitness

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

No material positive local adjustment identifiedNo 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.

No material scored local adjustment was identified for this concept.

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 demandMeasured; no meaningful local adjustment
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 score70.00
Published local-market alignment70.0

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
Strong
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
0.0 pts
Tested rank range
#11–#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+1.4
Property replacement-cycle demandMeasured; no meaningful local adjustment
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 score71.37
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.

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 effectMixed or model dependent

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 6 of 14 concepts. When we neutralized the factor and recalculated the table, 14 concepts changed position. FASTSIGNS moved from #3 to #14, the largest movement among concepts directly affected by this factor.

Concepts adjusted6 of 14
Average among affected+0.6 pts
Average across all concepts+0.3 pts
Concepts changing rank14

What we observed

  • Health Care And Social Assistance Receipts Or Revenue In 20229,974,856,000 dollars
  • Healthcare Practitioners And Technical Occupations As A Share Of Birmingham Area Employment8.7 percent of area employment
  • Uab Reports More Than 35,000 Employees35,000 employees minimum

Concepts helped most

City WideFacility management
+1.4 pts
Jan-Pro InternationalCommercial cleaning
+1.0 pts
FASTSIGNSSigns and graphics
+0.5 pts
HomeSmilesProperty maintenance services
+0.5 pts
Rainbow International RestorationRestoration
+0.2 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
  • Referral ecosystemNo 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 WideHighly sensitive · tested #1–#12
#2 Jan-Pro InternationalHighly sensitive · tested #2–#14
#3 FASTSIGNSModerately sensitive · tested #3–#6
#4 HomeSmilesModerately sensitive · tested #2–#4
#5 Rainbow International RestorationHighly sensitive · tested #5–#13
#6 ActionCOACHStable · tested #5–#6
#7 Aire ServHighly sensitive · tested #1–#7
#8 Tiger AdjustersHighly sensitive · tested #3–#8
#9 ZOOM DRAINHighly sensitive · tested #4–#9
#10 Mr. RooterModerately sensitive · tested #7–#10
#11 Mister Sparky ElectricModerately sensitive · tested #8–#11
#12 Pillar To Post Home InspectorsModerately sensitive · tested #9–#12
#13 PuroCleanModerately sensitive · tested #10–#13
#14 Workout AnytimeModerately sensitive · tested #11–#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.+1.5+0.80.0-0.8-1.5
Target-market demand
#1 City Wide · Target-market demand · +1.4 pts1#2 Jan-Pro International · Target-market demand · +1.0 pts2#3 FASTSIGNS · Target-market demand · +0.5 pts3#4 HomeSmiles · Target-market demand · +0.5 pts4#5 Rainbow International Restoration · Target-market demand · +0.2 pts5#6 ActionCOACH · Target-market demand · +0.2 pts6
Primary source records by factorTarget-market demand: [5] [6] [7] [8] [11] [12] [13] [14] [28] [29] [2] [4]Property replacement-cycle demand: [9] [10] [6] [5] [2]Competitive environment: [5] [17] [18] [4]Labor and staffing friction: [14] [15] [16] [11] [2] [3]Transportation, routing, and parking: [5] [23] [24] [25] [26] [27] [2] [3]Real estate and site feasibility: [17] [18] [21] [22] [19] [2]Sales and customer acquisition: [30] [31] [5] [11] [4]Referral ecosystem: [11] [5] [30] [31] [2]Territory quality: [5] [6] [7] [8] [17] [18] [28] [29] [4]Regulatory and operating friction: [19] [20] [21] [22] [4] [3]
View the chart data as a table
ConceptTarget-market demand
#1 City Wide+1.4 pts
#2 Jan-Pro International+1.0 pts
#3 FASTSIGNS+0.5 pts
#4 HomeSmiles+0.5 pts
#5 Rainbow International Restoration+0.2 pts
#6 ActionCOACH+0.2 pts
#7 Aire Serv—
#8 Tiger Adjusters—
#9 ZOOM DRAIN—
#10 Mr. Rooter—
#11 Mister Sparky Electric—
#12 Pillar To Post Home Inspectors—
#13 PuroClean—
#14 Workout Anytime—

Interpretation

How to interpret the result

City Wide, Jan-Pro International, FASTSIGNS 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 City Wide, Jan-Pro International, Rainbow International Restoration; their ranks move more widely when individual factors are neutralized.

Category comparisons

Best franchise categories we assessed in Birmingham, Alabama

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 Birmingham, Alabama

70.1

2 Restoration concepts qualified for comparison, with scores ranging from 70.0 to 70.2. Rainbow International Restoration ranked highest at 70.2. Target-market demand added 0.1 points on average among the affected concepts.

Interpret cautiously: A 0.2-point spread is too small to support a strong brand-level conclusion from city alignment alone.

Concepts compared
2
Score range
70.0–70.2
Category average
70.1
Rainbow International Restoration70.2
PuroClean70.0

Metric registry

The 39 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, 2025195,893peopleJuly 1, 2025 population estimate; 2020-2024 ACS-derived QuickFacts; 2022 economic measuresBirmingham, AlabamaContext only [5]
Population change from the April 2020 estimate base to July 2025-2.3percentJuly 1, 2025 population estimate; 2020-2024 ACS-derived QuickFacts; 2022 economic measuresBirmingham, AlabamaContext only [5]
Median household income in 2020-202446,0512024 dollarsJuly 1, 2025 population estimate; 2020-2024 ACS-derived QuickFacts; 2022 economic measuresBirmingham, AlabamaContext only [5]
Persons in poverty in 2020-202424.7percentJuly 1, 2025 population estimate; 2020-2024 ACS-derived QuickFacts; 2022 economic measuresBirmingham, AlabamaContext only [5]
Retail sales in 20225,197,628,000dollarsJuly 1, 2025 population estimate; 2020-2024 ACS-derived QuickFacts; 2022 economic measuresBirmingham, AlabamaContext only [5]
Health care and social assistance receipts or revenue in 20229,974,856,000dollarsJuly 1, 2025 population estimate; 2020-2024 ACS-derived QuickFacts; 2022 economic measuresBirmingham, AlabamaUsed in scoring [5]
Transportation and warehousing receipts or revenue in 20221,719,614,000dollarsJuly 1, 2025 population estimate; 2020-2024 ACS-derived QuickFacts; 2022 economic measuresBirmingham, AlabamaContext only [5]
Estimated total housing units in 2024110,757housing units2024 American Community Survey 1-year estimatesBirmingham, AlabamaContext only [6]
Owner-occupied housing-unit rate in 2020-202445.5percent of occupied housing unitsJuly 1, 2025 population estimate; 2020-2024 ACS-derived QuickFacts; 2022 economic measuresBirmingham, AlabamaContext only [5]
Mean travel time to work in 2020-202420.8minutesJuly 1, 2025 population estimate; 2020-2024 ACS-derived QuickFacts; 2022 economic measuresBirmingham, AlabamaContext only [5]
UAB reports more than 35,000 employees35,000employees minimum2025-2026 academic catalog and Fall 2025 enrollmentUniversity of Alabama at BirminghamUsed in scoring [11]
UAB Fall 2025 enrollment20,868students2025-2026 academic catalog and Fall 2025 enrollmentUniversity of Alabama at BirminghamUsed in scoring [11] [12]
UAB Fall 2025 online-only enrollment and shareonline only students: 6,090; online only share percent: 29.2students and percentFall 2025University of Alabama at BirminghamContext only [13]
Healthcare practitioners and technical occupations as a share of Birmingham-area employment8.7percent of area employmentMay 2025Birmingham, AL Metropolitan Statistical AreaUsed in scoring [14]
Mean hourly wage across all occupations in Birmingham and the United Statesbirmingham msa: 29.22; united states: 33.54dollars per hourMay 2025Birmingham, AL Metropolitan Statistical AreaContext only [14]
Selected Birmingham-area major occupational-group mean wages compared with U.S. averagesfood preparation and serving: birmingham msa: 14.64, united states: 17.86; office and administrative support: birmingham msa: 22.74, united states: 24.79; transportation and material moving: birmingham msa: 21.64, united states: 23.96; building and grounds cleaning and maintenance: birmingham msa: 17.39, united states: 19.66dollars per hourMay 2025Birmingham, AL Metropolitan Statistical AreaContext only [14]
June 2026 unemployment rate comparisonbirmingham metro percent: 3.7; united states percent: 4.2; birmingham series status: preliminary not seasonally adjusted; united states series status: seasonally adjustedpercentJune 2026 preliminary unemployment and employment dataBirmingham, AL Metropolitan Statistical AreaContext only [15] [16]
Birmingham office-market conditions in Q1 2026overall vacancy including sublease percent: 19; direct vacancy percent: 15.8; overall asking rent per sqft: 21.89; ytd net absorption sqft: 137,405; leasing activity sqft: 222,196mixedQ1 2026Birmingham market as defined by Cushman & WakefieldContext only [17]
Selected Birmingham office submarket conditions in Q1 2026CBD: direct vacancy percent: 14.1, overall asking rent per sqft: 23.35; Midtown: direct vacancy percent: 8, overall asking rent per sqft: 27.57mixedQ1 2026Birmingham market as defined by Cushman & WakefieldSupports modeled relationship [17]
Birmingham industrial-market conditions in Q2 2026overall vacancy percent: 8.7; direct vacancy percent: 7.1; average asking rent per sqft: 7.57; service center asking rent per sqft: 11.18; office warehouse asking rent per sqft: 11.07; speculative construction underway: nomixedQ2 2026Birmingham market as defined by Cushman & WakefieldContext only [18]
Selected Birmingham industrial submarket direct vacancy rates in Q2 2026Central: 7.3; Eastern: 0.3; Oxmoor: 7.9; Southern: 7.5; Southwestern: 11percentQ2 2026Birmingham market as defined by Cushman & WakefieldSupports modeled relationship [18]
Birmingham Historic Preservation and Urban Design administers 44 historic districts and 26 commercial revitalization districtshistoric districts: 44; commercial revitalization districts: 26districtsCurrent program accessed August 7, 2026Birmingham local historic and commercial revitalization districtsConditional relationship [20]
Design Review Committee review covers visible building work, parking, loading and service areas, landscaping, and signage in covered districtsbuilding exterior, interiors visible from public ways, parking areas, loading and service areas, sidewalks and open space, landscaping, signs and signagereview categoriesCurrent process accessed August 7, 2026Birmingham local historic and commercial revitalization districtsConditional relationship [19]
Design Review Committee standard meeting cadencestandard months: second and fourth Wednesday; november and december: one meeting each month; meeting time: 07:30scheduleCurrent process accessed August 7, 2026Birmingham Design Review CommitteeConditional relationship [19]
Commercial projects generating additional wastewater flow to the Jefferson County sanitary sewer system require capacity analysis before connection or permittingcapacity analysis required for incremental flow: yes; stated review period business days: 10requirement and daysFY2026; effective October 1, 2025Jefferson County sanitary sewer systemContext only [21]
Selected FY2026 Jefferson County commercial sewer project fees and fixture-based impact amountfull value fixture impact fee: 401.17; connection permit fee: 89.18; tap to specified existing main: 267.47; additional inspection beyond two: 178.33dollarsFY2026; effective October 1, 2025Jefferson County sanitary sewer systemContext only [21]
Jefferson County commercial sewer ratesvolumetric per ccf: 14.06; volumetric per 1000 gallons: 18.81; fixed monthly charge range by meter size: minimum: 26.8, maximum: 989.49dollarsCurrent rates accessed August 7, 2026Jefferson County commercial sewer customersContext only [22]
41st Street South streetscape construction in Avondale began in May 2026 and was scheduled to continue through the summer monthsconstruction start: 2026-05; scheduled horizon: summer 2026; features: bike lanes, wider sidewalks, new pavement, crosswalks, crossing beacons, intersection upgrades, additional on street parking, lighting, additional values omittedproject statusConstruction began May 2026 and was scheduled through the summer months41st Street South, Avondale, BirminghamConditional relationship [23]
Safe Streets East Lake currently lists multiple locations closed to through trafficaffected streets: Division Avenue, Oporto Madrid Boulevard, 68th Street South, Higdon Road; closure character: temporary through traffic closuresstreet access conditionsCurrent closures accessed August 7, 2026Safe Streets East Lake, BirminghamConditional relationship [24]
Birmingham approved permanent Safe Streets enhancements that replace some temporary barriers and limit entry and exit pointspermanent elements: curbs, trees, bike paths; access points limited: yesprogram designOctober 2025 approval of permanent enhancementsSafe Streets East Lake, BirminghamConditional relationship [25] [26]
ALDOT lists the Birmingham I-20/59 concrete pavement rehabilitation project as completedproject status: completed; location: I-20/59 from north of Vanderbilt Road to north of Aviation Avenue, including the I-20 interchange in Birminghamproject statusProject listed as completed; projected completion had been Summer 2025I-20/59, Birmingham and Jefferson CountyContext only [27]
Birmingham-Hoover HMA median housing-unit age comparisonrental units median age years: 42; owner units median age years: 35; united states rental units median age years: 44yearsHousing market conditions as of January 1, 2020Birmingham-Hoover, Alabama HMA (seven-county)Context only [9]
Average apartment age reported for the Central Birmingham/Mountain Brook submarket versus the HMAcentral birmingham mountain brook average age years: 22; hma average age years: 27yearsHousing market conditions as of January 1, 2020Central Birmingham/Mountain Brook within Birmingham-Hoover HMAContext only [9]
Wahouma neighborhood housing-age concentrationoccupied units at least 40 years old percent minimum: 90; units built before 1940 share approximate: nearly one thirdpercent and shareNeighborhood conditions reported in 2024Wahouma, Birmingham, AlabamaContext only [10]
Housing units added in Birmingham City Center since adoption of the City Center Master Plan4,500housing units minimumMarch 2020 through current page accessed August 7, 2026Birmingham City CenterConditional relationship [28]
Named single-family housing construction reported in three Birmingham neighborhoodsPratt City: 52; Woodlawn: 16; Oak Hill: 27housing unitsConstruction activity reported June 2025Pratt City, Woodlawn, and Oak Hill, BirminghamConditional relationship [29]
2024 ACS 1-year median household income comparison between Birmingham city and the Birmingham metro areabirmingham city: 51,355; birmingham metro area: 74,954dollars2024 American Community Survey 1-year estimatesBirmingham city and Birmingham, AL metro areaSupports research conclusion [6] [7] [8]
2024 ACS 1-year poverty-rate comparison between Birmingham city and the Birmingham metro areabirmingham city: 22.3; birmingham metro area: 12.3percent2024 American Community Survey 1-year estimatesBirmingham city and Birmingham, AL metro areaSupports research conclusion [7] [8]
City of Birmingham purchasing process thresholds and local-vendor preferencebid lists more than: 200; sealed bid expected purchase threshold dollars: 15,000; under threshold typical local quotes: 3; city limit vendor preference max price difference percent: 5mixedCurrent procurement rules accessed August 7, 2026City of BirminghamContext only [30] [31]

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 71.37 after target-market demand +1.4 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
    Franchise-to-City Operating-Fit Model TaxonomyInternal or supplied research; not publicly accessible.
    Publisher
    User File Library
    Data period
    Model version 0.9.0-calibration
    Scope
    Model-wide
    Locator
    factors, operating_attribute_taxonomy, city_modifier_taxonomy, confidence, provenance, and validation controls
    Source tier
    Tier 0 · controlling internal taxonomy
    Accessed
    August 7, 2026
  2. 2
    Structural Inefficiencies and Utility Delta Audit: A Private Equity Real Estate AnalysisInternal or supplied research; not publicly accessible.
    Publisher
    Supplied research material
    Data period
    Research claims and cited materials supplied August 7, 2026
    Scope
    Birmingham section within a multi-city research docket
    Locator
    Birmingham, Alabama section, pages 1-3
    Source tier
    Tier 5 · supplied bespoke research
    Accessed
    August 7, 2026
  3. 3
    Forensic Municipal Constraint and Structural Friction ReportInternal or supplied research; not publicly accessible.
    Publisher
    Supplied research material
    Data period
    Research claims and cited materials supplied August 7, 2026
    Scope
    Birmingham section within a multi-city municipal docket
    Locator
    Birmingham, Alabama section, pages 1-4
    Source tier
    Tier 5 · supplied bespoke research
    Accessed
    August 7, 2026
  4. 4
    Franchise neighborhood operating notesInternal or supplied research; not publicly accessible.
    Publisher
    Supplied research material
    Data period
    Undated supplied neighborhood records reviewed August 7, 2026
    Scope
    Birmingham-labeled rows; only Avondale and Crestwood are within Birmingham city
    Locator
    Rows 2 and 22 used as Birmingham context; Homewood, Hoover, Vestavia Hills, and Mountain Brook rows excluded as separate municipalities
    Source tier
    Tier 5 · supplied bespoke research
    Accessed
    August 7, 2026
  5. 5
    QuickFacts: Birmingham city, Alabama

    Used for: Resident population estimate on July 1, 2025, Population change from the April 2020 estimate base to July 2025, Median household income in 2020-2024, Persons in poverty in 2020-2024, and Retail sales in 2022

    Publisher
    U.S. Census Bureau
    Data period
    July 1, 2025 population estimate; 2020-2024 ACS-derived QuickFacts; 2022 economic measures
    Scope
    Birmingham city, Alabama
    Locator
    Population, income, poverty, housing, commute, sales, and receipts fields
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  6. 6
    Birmingham city, Alabama Profile

    Used for: Estimated total housing units in 2024 and 2024 ACS 1-year median household income comparison between Birmingham city and the Birmingham metro area

    Publisher
    U.S. Census Bureau
    Data period
    2024 American Community Survey 1-year estimates
    Scope
    Birmingham city, Alabama
    Locator
    2024 ACS 1-year profile: households, housing units, employment, and median household income
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  7. 7
    Birmingham, AL profile

    Used for: 2024 ACS 1-year median household income comparison between Birmingham city and the Birmingham metro area and 2024 ACS 1-year poverty-rate comparison between Birmingham city and the Birmingham metro area

    Publisher
    Census Reporter
    Data period
    2024 American Community Survey 1-year estimates
    Scope
    Birmingham city, Alabama
    Locator
    2024 ACS 1-year median household income, poverty, households, and housing units
    Source tier
    Tier 3 · credible data interface
    Accessed
    August 7, 2026
  8. 8
    Birmingham, AL Metro Area profile

    Used for: 2024 ACS 1-year median household income comparison between Birmingham city and the Birmingham metro area and 2024 ACS 1-year poverty-rate comparison between Birmingham city and the Birmingham metro area

    Publisher
    Census Reporter
    Data period
    2024 American Community Survey 1-year estimates
    Scope
    Birmingham, AL metropolitan area
    Locator
    2024 ACS 1-year median household income and poverty
    Source tier
    Tier 3 · credible data interface
    Accessed
    August 7, 2026
  9. 9
    Comprehensive Housing Market Analysis for Birmingham-Hoover, Alabama

    Used for: Birmingham-Hoover HMA median housing-unit age comparison and Average apartment age reported for the Central Birmingham/Mountain Brook submarket versus the HMA

    Publisher
    U.S. Department of Housing and Urban Development, Office of Policy Development and Research
    Data period
    Housing market conditions as of January 1, 2020
    Scope
    Seven-county Birmingham-Hoover HMA
    Locator
    Rental-unit age, owner-unit age comparison, central-submarket apartment age, and major employment-sector context
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  10. 10
    Wahouma Choice Neighborhood planning and housing context

    Used for: Wahouma neighborhood housing-age concentration

    Publisher
    HUD USER
    Published
    April 16, 2024
    Data period
    Neighborhood conditions reported in 2024
    Scope
    Wahouma neighborhood, Birmingham, Alabama
    Locator
    Housing-age discussion for Wahouma
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  11. 11
    About UAB

    Used for: UAB reports more than 35,000 employees and UAB Fall 2025 enrollment

    Publisher
    University of Alabama at Birmingham
    Data period
    2025-2026 academic catalog and Fall 2025 enrollment
    Scope
    UAB and Birmingham campus
    Locator
    2025-2026 catalog overview: employment scale, campus scale, and Fall 2025 enrollment
    Source tier
    Tier 2 · recognized institutional source
    Accessed
    August 7, 2026
  12. 12
    Student Demographics

    Used for: UAB Fall 2025 enrollment

    Publisher
    University of Alabama at Birmingham, Office of Institutional Effectiveness and Analysis
    Data period
    Fall 2025
    Scope
    University of Alabama at Birmingham
    Locator
    Fall 2025 enrollment
    Source tier
    Tier 2 · recognized institutional source
    Accessed
    August 7, 2026
  13. 13
    Online Enrollment

    Used for: UAB Fall 2025 online-only enrollment and share

    Publisher
    University of Alabama at Birmingham, Office of Institutional Effectiveness and Analysis
    Data period
    Fall 2025
    Scope
    University of Alabama at Birmingham
    Locator
    Fall 2025 online-only and any-online enrollment shares
    Source tier
    Tier 2 · recognized institutional source
    Accessed
    August 7, 2026
  14. 14
    Occupational Employment and Wages in Birmingham, AL — May 2025

    Used for: Healthcare practitioners and technical occupations as a share of Birmingham-area employment, Mean hourly wage across all occupations in Birmingham and the United States, and Selected Birmingham-area major occupational-group mean wages compared with U.S. averages

    Publisher
    U.S. Bureau of Labor Statistics
    Published
    July 9, 2026
    Data period
    May 2025
    Scope
    Birmingham, AL metropolitan statistical area
    Locator
    Major occupational-group employment shares and mean hourly wages, with U.S. comparison
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  15. 15
    Birmingham-Hoover, AL Economy at a Glance

    Used for: June 2026 unemployment rate comparison

    Publisher
    U.S. Bureau of Labor Statistics
    Data period
    June 2026 preliminary unemployment and employment data
    Scope
    Birmingham-Hoover metropolitan area
    Locator
    Monthly unemployment and industry employment table
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  16. 16
    Employment Situation — June 2026

    Used for: June 2026 unemployment rate comparison

    Publisher
    U.S. Bureau of Labor Statistics
    Data period
    June 2026
    Scope
    United States
    Locator
    Headline national unemployment rate for comparison
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  17. 17
    Birmingham Office MarketBeat Q1 2026

    Used for: Birmingham office-market conditions in Q1 2026 and Selected Birmingham office submarket conditions in Q1 2026

    Publisher
    Cushman & Wakefield
    Data period
    Q1 2026
    Scope
    Birmingham office market and named submarkets; some market geography extends beyond Birmingham city
    Locator
    Overall and submarket vacancy, rents, absorption, and leasing
    Source tier
    Tier 3 · credible industry
    Accessed
    August 7, 2026
  18. 18
    Birmingham Industrial MarketBeat Q2 2026

    Used for: Birmingham industrial-market conditions in Q2 2026 and Selected Birmingham industrial submarket direct vacancy rates in Q2 2026

    Publisher
    Cushman & Wakefield
    Data period
    Q2 2026
    Scope
    Birmingham industrial market and named submarkets; market geography extends beyond Birmingham city
    Locator
    Overall and submarket vacancy, asking rents, absorption, and construction notes
    Source tier
    Tier 3 · credible industry
    Accessed
    August 7, 2026
  19. 19
    Design Review Committee

    Used for: Design Review Committee review covers visible building work, parking, loading and service areas, landscaping, and signage in covered districts and Design Review Committee standard meeting cadence

    Publisher
    City of Birmingham, Alabama
    Data period
    Current process accessed August 7, 2026
    Scope
    Birmingham local historic districts and commercial revitalization districts
    Locator
    Design-review scope, signage review, parking/loading review, and meeting schedule
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  20. 20
    Historic Preservation & Urban Design Division

    Used for: Birmingham Historic Preservation and Urban Design administers 44 historic districts and 26 commercial revitalization districts

    Publisher
    City of Birmingham, Alabama
    Data period
    Current program accessed August 7, 2026
    Scope
    Birmingham local historic and commercial revitalization districts
    Locator
    Number of historic and commercial revitalization districts and design-review administration
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  21. 21
    Commercial Project Checklist — Fiscal Year 2026

    Used for: Commercial projects generating additional wastewater flow to the Jefferson County sanitary sewer system require capacity analysis before connection or permitting and Selected FY2026 Jefferson County commercial sewer project fees and fixture-based impact amount

    Publisher
    Jefferson County, Alabama
    Data period
    FY2026; effective October 1, 2025
    Scope
    Jefferson County sanitary sewer projects subject to Environmental Services review
    Locator
    Capacity analysis requirements, review time, permit/tap fees, and fixture-based impact-fee worksheet
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  22. 22
    Commercial Sewer Rates

    Used for: Jefferson County commercial sewer rates

    Publisher
    Jefferson County, Alabama
    Data period
    Current rates accessed August 7, 2026
    Scope
    Jefferson County commercial sewer customers
    Locator
    Current volumetric and fixed commercial sewer rates
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  23. 23
    41st St. S. Streetscape Improvements

    Used for: 41st Street South streetscape construction in Avondale began in May 2026 and was scheduled to continue through the summer months

    Publisher
    City of Birmingham Department of Transportation
    Data period
    Construction began May 2026 and was scheduled through the summer months
    Scope
    41st Street South in Avondale, Birmingham
    Locator
    Construction timing and project elements affecting street configuration, access, parking, and crossings
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  24. 24
    Road Closures

    Used for: Safe Streets East Lake currently lists multiple locations closed to through traffic

    Publisher
    City of Birmingham Department of Transportation
    Data period
    Current closures accessed August 7, 2026
    Scope
    Birmingham road network; Safe Streets East Lake closure locations
    Locator
    Current temporary through-traffic closures and affected streets
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  25. 25
    City Approves Permanent Safety, Beautification Enhancements to Safe Streets Initiative

    Used for: Birmingham approved permanent Safe Streets enhancements that replace some temporary barriers and limit entry and exit points

    Publisher
    City of Birmingham, Alabama
    Published
    October 2, 2025
    Data period
    October 2025 approval of permanent enhancements
    Scope
    Safe Streets East Lake perimeter, Birmingham
    Locator
    Permanent curbs, trees, bike paths, and access-point limitation approved for initiative area
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  26. 26
    Project Safe Streets

    Used for: Birmingham approved permanent Safe Streets enhancements that replace some temporary barriers and limit entry and exit points

    Publisher
    City of Birmingham, Alabama
    Data period
    Program began July 8, 2024; current program page accessed August 7, 2026
    Scope
    Safe Streets project areas in Birmingham
    Locator
    Program launch and access-control design description
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  27. 27
    Concrete Pavement Rehabilitation on I-20/59 in Jefferson County

    Used for: ALDOT lists the Birmingham I-20/59 concrete pavement rehabilitation project as completed

    Publisher
    Alabama Department of Transportation
    Data period
    Project listed as completed; projected completion had been Summer 2025
    Scope
    I-20/59 in Birmingham and Jefferson County from north of Vanderbilt Road to north of Aviation Avenue
    Locator
    Project limits and completed status
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  28. 28
    Planning Division

    Used for: Housing units added in Birmingham City Center since adoption of the City Center Master Plan

    Publisher
    City of Birmingham, Alabama
    Data period
    March 2020 through current page accessed August 7, 2026
    Scope
    Birmingham City Center
    Locator
    Housing units added since adoption of the City Center Master Plan in March 2020
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  29. 29
    Developers Begin Construction on 50+ Houses in Pratt City During Homeownership Month

    Used for: Named single-family housing construction reported in three Birmingham neighborhoods

    Publisher
    City of Birmingham, Alabama
    Published
    June 26, 2025
    Data period
    Construction activity reported June 2025
    Scope
    Pratt City, Woodlawn, and Oak Hill neighborhoods in Birmingham
    Locator
    Named single-family construction counts in three Birmingham neighborhoods
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  30. 30
    Purchasing Division

    Used for: City of Birmingham purchasing process thresholds and local-vendor preference

    Publisher
    City of Birmingham, Alabama
    Data period
    Current procurement rules accessed August 7, 2026
    Scope
    City of Birmingham agency procurement
    Locator
    Bid-list scale, sealed-bid threshold, three-quote practice, and local-vendor preference
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  31. 31
    Bidding Opportunities

    Used for: City of Birmingham purchasing process thresholds and local-vendor preference

    Publisher
    City of Birmingham, Alabama
    Data period
    Current opportunities accessed August 7, 2026
    Scope
    City of Birmingham agency procurement
    Locator
    Current public bid and RFP opportunity portal
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026

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