Local operating-model alignment analysis

Best Franchise Opportunities We Assessed in Grand Rapids, Michigan

We compared 14 franchise concepts for Grand Rapids, Michigan. Local business 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
26Sources used
20Primary sources
24Local 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

70.8 average across 2 concepts

Largest positive factorTarget-market demand

1.2 points average among 11 affected concepts

Most assumption-sensitive rankCity Wide

Tested rank range spans 12 positions

Executive conclusion

What the ranking means for Grand Rapids, Michigan

City Wide, Jan-Pro International, and FASTSIGNS produced the highest modeled local-alignment scores in the evaluated set. Local business demand was the strongest positive scored mechanism among 10 exposed concepts, adding 1 point on average. 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
73.4Tier 2 · Favorable modeled alignment
+3.4 ptsTarget-market demand No material negative local adjustmentModerate evidence confidence
2Jan-Pro InternationalCommercial cleaningInvestment: $130,000–$421,500
72.8Tier 2 · Favorable modeled alignment
+2.8 ptsTarget-market demand No material negative local adjustmentModerate evidence confidence
3FASTSIGNSSigns and graphicsInvestment: $231,226–$386,285
72.4Tier 2 · Favorable modeled alignment
+2.4 ptsTarget-market demand No material negative local adjustmentModerate evidence confidence
4ActionCOACHBusiness coachingInvestment: $71,668–$303,513
71.8Tier 3 · Mixed modeled alignment
+1.8 ptsTarget-market demand No material negative local adjustmentModerate evidence confidence
5HomeSmilesProperty maintenance servicesInvestment: $148,110–$201,800
71.6Tier 3 · Mixed modeled alignment
+1.6 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 ptsProperty replacement-cycle demand No material negative local adjustmentModerate evidence confidence
7Mr. RooterPlumbingInvestment: $152,900–$298,675
71.2Tier 3 · Mixed modeled alignment
+1.0 ptsProperty replacement-cycle demand No material negative local adjustmentModerate evidence confidence
8Aire ServHVAC installation, repair, and maintenanceInvestment: $113,308–$271,708
71.2Tier 3 · Mixed modeled alignment
+0.9 ptsProperty replacement-cycle demand No material negative local adjustmentModerate evidence confidence
9Rainbow International RestorationRestorationInvestment: $185,336–$351,900
70.9Tier 3 · Mixed modeled alignment
+0.7 ptsProperty replacement-cycle demand No material negative local adjustmentModerate evidence confidence
10Mister Sparky ElectricElectrical
70.8Tier 3 · Mixed modeled alignment
+0.8 ptsProperty replacement-cycle demand No material negative local adjustmentModerate evidence confidence

View all 14 score calculations

Conditions that changed the analysis

What mattered most in Grand Rapids, Michigan

01

Large resident, household and employer base supports locally oriented business demand

This relationship affected 10 concepts and added 1 point on average among those exposed. Local evidence: Estimated households, 2020-2024: 80,222 households. [4]

02

labor_anchor_role_overlap

Apply the institutional demand channel to franchises that sell relevant facility or commercial services into healthcare institutions. Keep labor effects neutral unless the franchise labor profile overlaps with documented healthcare roles and current pay/hiring evidence. [6] [7] [10]

03

asset-light-b2b

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. [4] [7] [6] [26] [5] [21]

Evidence behind the city mechanisms

Large resident, household and employer base supports locally oriented business demand1 modeled effect
Local business demandTarget-market demand
Large pre-1978 housing stock creates a broad installed base for age-sensitive property service and replacement work1 modeled effect
Replacement and repair demandProperty replacement-cycle demand
New 12,000-seat amphitheater creates event-driven demand spikes and event-day operating variance near the venue1 local fact · 2 modeled effects · 2 sources
  • Acrisure Amphitheater entered its inaugural season in 2026 as a 12,000-seat venue; the City created a dedicated mobility plan for event access: 12,000 seats [22] [23]
Event-driven demand upsideTarget-market demand
Event-demand volatilityTarget-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 2 · Favorable modeled alignment73.4

City Wide

Facility management · B2B facility management and vendor coordination

Initial investment: $229,729–$410,730

Increase +3.4 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
  • Local business demand Evidence+2.0 pts
    Primary modeled driverRelationship test: rank stays #1
  • Healthcare institutional service demand Evidence+1.3 pts
+3.4 pts
Net local movement+3.38 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 confused with missing, conditional, or non-applicable evidence.

Neutral model baseline70.0
Target-market demand+3.4
Property replacement-cycle demandNot applicable to this operating model
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 feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionNot included in the score
Referral ecosystemMeasured; no meaningful local adjustment
Territory qualityNot included in the score
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score73.38
Published local-market alignment73.4

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
Strong
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 +3.4 pts
Tested rank range
#1–#13
#2Tier 2 · Favorable modeled alignment72.8

Jan-Pro International

Commercial cleaning · recurring commercial route service

Initial investment: $130,000–$421,500

Increase +2.8 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+1.8 pts
    Primary modeled driverRelationship test: rank stays #2
  • Healthcare institutional service demand Evidence+1.0 pts
+2.8 pts
Net local movement+2.76 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 confused with missing, conditional, or non-applicable evidence.

Neutral model baseline70.0
Target-market demand+2.8
Property replacement-cycle demandNot applicable to this operating model
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 feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionNot included in the score
Referral ecosystemMeasured; no meaningful local adjustment
Territory qualityNot included in the score
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score72.76
Published local-market alignment72.8

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
Strong
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 +2.8 pts
Tested rank range
#2–#14
#3Tier 2 · Favorable modeled alignment72.4

FASTSIGNS

Signs and graphics · B2B production and installation center

Initial investment: $231,226–$386,285

Increase +2.4 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
  • Local business demand Evidence+1.8 pts
    Primary modeled driverRelationship test: #3 → #9
  • Healthcare institutional service demand Evidence+0.5 pts
+2.4 pts
Net local movement+2.36 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 confused with missing, conditional, or non-applicable evidence.

Neutral model baseline70.0
Target-market demand+2.4
Property replacement-cycle demandNot applicable to this operating model
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 feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionNot included in the score
Referral ecosystemMeasured; no meaningful local adjustment
Territory qualityNot included in the score
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score72.36
Published local-market alignment72.4

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
Strong
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 +2.4 pts
Tested rank range
#3–#11
#4Tier 3 · Mixed modeled alignment71.8

ActionCOACH

Business coaching · home-based B2B advisory

Initial investment: $71,668–$303,513

Increase +1.8 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+1.6 pts
    Primary modeled driverRelationship test: #4 → #12
  • Healthcare institutional service demand Evidence+0.2 pts
+1.8 pts
Net local movement+1.80 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 confused with missing, conditional, or non-applicable evidence.

Neutral model baseline70.0
Target-market demand+1.8
Property replacement-cycle demandNot applicable to this operating model
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 feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionNot included in the score
Referral ecosystemMeasured; no meaningful local adjustment
Territory qualityNot included in the score
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score71.80
Published local-market alignment71.8

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
Strong
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 +1.8 pts
Tested rank range
#4–#10
#5Tier 3 · Mixed modeled alignment71.6

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 +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+1.1 pts
    Primary modeled driverRelationship test: #5 → #10
  • Healthcare institutional service demand Evidence+0.5 pts
+1.6 pts
Net local movement+1.60 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 confused with missing, conditional, or non-applicable evidence.

Neutral model baseline70.0
Target-market demand+1.6
Property replacement-cycle demandNot applicable to this operating model
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 feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionNot included in the score
Referral ecosystemMeasured; no meaningful local adjustment
Territory qualityNot included in the score
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score71.60
Published local-market alignment71.6

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
Strong
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 +1.6 pts
Tested rank range
#5–#8
#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 Property replacement-cycle 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
Property replacement-cycle demand
  • Replacement and repair demand Evidence+1.0 pts
    Primary modeled driverRelationship test: rank stays #6
+1.0 pts
Target-market demand+0.4 pts
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 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 confused with missing, conditional, or non-applicable evidence.

Neutral model baseline70.0
Target-market demand+0.4
Property replacement-cycle demand+1.0
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 feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionNot included in the score
Referral ecosystemMeasured; no meaningful local adjustment
Territory qualityNot included in the score
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
Strong
Factor Research Coverage
Adequate
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Strong
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Property replacement-cycle demand +1.0 pts
Tested rank range
#1–#6
#7Tier 3 · Mixed modeled alignment71.2

Mr. Rooter

Plumbing · scheduled and emergency skilled-trade service

Initial investment: $152,900–$298,675

Increase +1.0 pts Property replacement-cycle 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
Property replacement-cycle demand
  • Replacement and repair demand Evidence+1.0 pts
    Primary modeled driverRelationship test: #7 → #8
+1.0 pts
Target-market demand+0.3 pts
Net local movement+1.25 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 confused with missing, conditional, or non-applicable evidence.

Neutral model baseline70.0
Target-market demand+0.3
Property replacement-cycle demand+1.0
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 feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionNot included in the score
Referral ecosystemMeasured; no meaningful local adjustment
Territory qualityNot included in the score
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score71.25
Published local-market alignment71.2

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
Strong
Factor Research Coverage
Adequate
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Strong
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Property replacement-cycle demand +1.0 pts
Tested rank range
#2–#8
#8Tier 3 · Mixed modeled alignment71.2

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 +0.9 pts Property replacement-cycle 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
Property replacement-cycle demand
  • Replacement and repair demand Evidence+0.9 pts
    Primary modeled driverRelationship test: #8 → #7
+0.9 pts
Target-market demand+0.3 pts
Net local movement+1.21 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 confused with missing, conditional, or non-applicable evidence.

Neutral model baseline70.0
Target-market demand+0.3
Property replacement-cycle demand+0.9
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 feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionNot included in the score
Referral ecosystemMeasured; no meaningful local adjustment
Territory qualityNot included in the score
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score71.21
Published local-market alignment71.2

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
Strong
Factor Research Coverage
Adequate
Franchise-profile completeness
Adequate
Source-evidence confidence
Strong
Geographic applicability
Strong
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Property replacement-cycle demand +0.9 pts
Tested rank range
#3–#8
#9Tier 3 · Mixed modeled alignment70.9

Rainbow International Restoration

Restoration · emergency property restoration

Initial investment: $185,336–$351,900

Increase +0.7 pts Property replacement-cycle 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
Property replacement-cycle demand
  • Replacement and repair demand Evidence+0.7 pts
    Primary modeled driverRelationship test: #9 → #10
+0.7 pts
Target-market demand
  • Healthcare institutional service demand Evidence+0.2 pts
+0.2 pts
Net local movement+0.89 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 confused with missing, conditional, or non-applicable evidence.

Neutral model baseline70.0
Target-market demand+0.2
Property replacement-cycle demand+0.7
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 feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionNot included in the score
Referral ecosystemMeasured; no meaningful local adjustment
Territory qualityNot included in the score
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score70.89
Published local-market alignment70.9

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
Strong
Factor Research Coverage
Adequate
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Strong
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Property replacement-cycle demand +0.7 pts
Tested rank range
#6–#10
#10Tier 3 · Mixed modeled alignment70.8

Mister Sparky Electric

Electrical · skilled-trade home service

Increase +0.8 pts Property replacement-cycle 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
Property replacement-cycle demand
  • Replacement and repair demand Evidence+0.8 pts
    Primary modeled driverRelationship test: #10 → #12
+0.8 pts
Net local movement+0.81 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 confused with missing, conditional, or non-applicable evidence.

Neutral model baseline70.0
Target-market demandNot applicable to this operating model
Property replacement-cycle demand+0.8
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 feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionNot included in the score
Referral ecosystemMeasured; no meaningful local adjustment
Territory qualityNot included in the score
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score70.81
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
Strong
Factor Research Coverage
Adequate
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Strong
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Property replacement-cycle demand +0.8 pts
Tested rank range
#4–#12
#11Tier 3 · Mixed modeled alignment70.7

PuroClean

Restoration · emergency property restoration

Initial investment: $54,575–$262,145

Increase +0.7 pts Property replacement-cycle 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
Property replacement-cycle demand
  • Replacement and repair demand Evidence+0.7 pts
    Primary modeled driverRelationship test: #11 → #13
+0.7 pts
Net local movement+0.71 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 confused with missing, conditional, or non-applicable evidence.

Neutral model baseline70.0
Target-market demandNot applicable to this operating model
Property replacement-cycle demand+0.7
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 feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionNot included in the score
Referral ecosystemMeasured; no meaningful local adjustment
Territory qualityNot included in the score
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score70.71
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
Strong
Factor Research Coverage
Adequate
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Strong
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Property replacement-cycle demand +0.7 pts
Tested rank range
#5–#13
#12Tier 3 · Mixed modeled alignment70.6

Pillar To Post Home Inspectors

Home inspection · mobile property inspection service

Initial investment: $102,690–$134,290

Increase +0.4 pts Property replacement-cycle 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
Property replacement-cycle demand
  • Replacement and repair demand Evidence+0.4 pts
    Primary modeled driverRelationship test: #12 → #11
+0.4 pts
Target-market demand+0.2 pts
Net local movement+0.58 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 confused with missing, conditional, or non-applicable evidence.

Neutral model baseline70.0
Target-market demand+0.2
Property replacement-cycle demand+0.4
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 feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionNot included in the score
Referral ecosystemMeasured; no meaningful local adjustment
Territory qualityNot included in the score
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score70.58
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
Strong
Factor Research Coverage
Adequate
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Strong
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Property replacement-cycle demand +0.4 pts
Tested rank range
#7–#12
#13Tier 3 · Mixed modeled alignment70.2

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 +0.2 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
  • Local business demand Evidence+0.2 pts
    Primary modeled driverRelationship test: rank stays #13
+0.2 pts
Net local movement+0.25 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 confused with missing, conditional, or non-applicable evidence.

Neutral model baseline70.0
Target-market demand+0.2
Property replacement-cycle demandNot applicable to this operating model
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 feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionNot included in the score
Referral ecosystemMeasured; no meaningful local adjustment
Territory qualityNot included in the score
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score70.25
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
Strong
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 +0.2 pts
Tested rank range
#9–#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 confused with missing, conditional, or non-applicable evidence.

Neutral model baseline70.0
Target-market demandNot applicable to this operating model
Property replacement-cycle demandNot applicable to this operating model
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 feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionNot included in the score
Referral ecosystemMeasured; no meaningful local adjustment
Territory qualityNot included in the score
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
Strong
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
#12–#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 confused with missing, conditional, or non-applicable evidence.

Neutral model baseline70.0
Target-market demand+3.4
Property replacement-cycle demandNot applicable to this operating model
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 feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionNot included in the score
Referral ecosystemMeasured; no meaningful local adjustment
Territory qualityNot included in the score
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score73.38
Published local-market alignment73.4

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 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 11 of 14 concepts. When we neutralized the factor and recalculated the table, 14 concepts changed position. City Wide moved from #1 to #10, the largest movement among concepts directly affected by this factor.

Concepts adjusted11 of 14
Average among affected+1.2 pts
Average across all concepts+1.0 pts
Concepts changing rank14

What we observed

  • Downtown Grand Rapids Co Locates Van Andel Institute, Msu College Of Human Medicine And Msu Research Center Adjacent To Major Hospitals; Vai Supports More Than 400 Scientists, Educators And Staffvan andel staff minimum: 400; institutions: Van Andel Institute, Michigan State University College of Human Medicine, Michigan State University Research Center, Corewell Health hospital facilities institutional cluster
  • Resident Population Estimate On July 1, 2025201,183 people
  • Estimated Households, 2020 202480,222 households

Concepts helped most

City WideFacility management
+3.4 pts
Jan-Pro InternationalCommercial cleaning
+2.8 pts
FASTSIGNSSigns and graphics
+2.4 pts
ActionCOACHBusiness coaching
+1.8 pts
HomeSmilesProperty maintenance services
+1.6 pts
Measured but not differentiating in this concept set
  • 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–#13
#2 Jan-Pro InternationalHighly sensitive · tested #2–#14
#3 FASTSIGNSHighly sensitive · tested #3–#11
#4 ActionCOACHHighly sensitive · tested #4–#10
#5 HomeSmilesModerately sensitive · tested #5–#8
#6 ZOOM DRAINHighly sensitive · tested #1–#6
#7 Mr. RooterHighly sensitive · tested #2–#8
#8 Aire ServHighly sensitive · tested #3–#8
#9 Rainbow International RestorationHighly sensitive · tested #6–#10
#10 Mister Sparky ElectricHighly sensitive · tested #4–#12
#11 PuroCleanHighly sensitive · tested #5–#13
#12 Pillar To Post Home InspectorsHighly sensitive · tested #7–#12
#13 Tiger AdjustersHighly sensitive · tested #9–#13
#14 Workout AnytimeModerately sensitive · tested #12–#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.

Original factor comparison

How each factor affected the highest-rated franchise concepts

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.+3.5+1.80.0-1.8-3.5
Target-market demand
#1 City Wide · Target-market demand · +3.4 pts1#2 Jan-Pro International · Target-market demand · +2.8 pts2#3 FASTSIGNS · Target-market demand · +2.4 pts3#4 ActionCOACH · Target-market demand · +1.8 pts4#5 HomeSmiles · Target-market demand · +1.6 pts5#6 ZOOM DRAIN · Target-market demand · +0.4 pts6#7 Mr. Rooter · Target-market demand · +0.3 pts7#8 Aire Serv · Target-market demand · +0.3 pts8#9 Rainbow International Restoration · Target-market demand · +0.2 pts9#12 Pillar To Post Home Inspectors · Target-market demand · +0.2 pts12#13 Tiger Adjusters · Target-market demand · +0.2 pts13
Property replacement-cycle demand
#6 ZOOM DRAIN · Property replacement-cycle demand · +1.0 pts6#7 Mr. Rooter · Property replacement-cycle demand · +1.0 pts7#8 Aire Serv · Property replacement-cycle demand · +0.9 pts8#9 Rainbow International Restoration · Property replacement-cycle demand · +0.7 pts9#10 Mister Sparky Electric · Property replacement-cycle demand · +0.8 pts10#11 PuroClean · Property replacement-cycle demand · +0.7 pts11#12 Pillar To Post Home Inspectors · Property replacement-cycle demand · +0.4 pts12
Primary source records by factorTarget-market demand: [4] [5] [6] [7] [22] [21] [2] [3]Property replacement-cycle demand: [8] [9] [25] [2]Competitive environment: [4] [5] [3]Labor and staffing friction: [10] [11] [12] [6] [1] [2]Transportation, routing, and parking: [13] [22] [24] [25] [3] [1]Real estate and site feasibility: [14] [15] [18] [19] [9] [2] [3]Sales and customer acquisition: [20] [21] [5] [4] [3]Referral ecosystem: [20] [21] [26] [5]Territory quality: [4] [13] [22] [24] [3]Regulatory and operating friction: [16] [17] [18] [19] [3] [1]
View the chart data as a table
ConceptTarget-market demandProperty replacement-cycle demand
#1 City Wide+3.4 pts—
#2 Jan-Pro International+2.8 pts—
#3 FASTSIGNS+2.4 pts—
#4 ActionCOACH+1.8 pts—
#5 HomeSmiles+1.6 pts—
#6 ZOOM DRAIN+0.4 pts+1.0 pts
#7 Mr. Rooter+0.3 pts+1.0 pts
#8 Aire Serv+0.3 pts+0.9 pts
#9 Rainbow International Restoration+0.2 pts+0.7 pts
#10 Mister Sparky Electric—+0.8 pts
#11 PuroClean—+0.7 pts
#12 Pillar To Post Home Inspectors+0.2 pts+0.4 pts
#13 Tiger Adjusters+0.2 pts—
#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 competitive environment. 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, FASTSIGNS; their ranks move more widely when individual factors are neutralized.

Category comparisons

Best franchise categories we assessed in Grand Rapids, Michigan

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

Limited two-concept comparison

Best Restoration franchise opportunities we assessed in Grand Rapids, Michigan

70.8

2 Restoration concepts qualified for comparison, with scores ranging from 70.7 to 70.9. Rainbow International Restoration ranked highest at 70.9. Property replacement-cycle demand added 0.7 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
70.7–70.9
Category average
70.8
Rainbow International Restoration70.9
PuroClean70.7

Metric registry

The 24 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, 2025201,183peopleJuly 1, 2025 population estimate; 2020-2024 ACS characteristics; 2022 economic receipts where shownGrand Rapids, MichiganUsed in scoring [4]
Population change from April 2020 estimate base to July 20251.2percentJuly 1, 2025 population estimate; 2020-2024 ACS characteristics; 2022 economic receipts where shownGrand Rapids, MichiganContext only [4]
Estimated households, 2020-202480,222householdsJuly 1, 2025 population estimate; 2020-2024 ACS characteristics; 2022 economic receipts where shownGrand Rapids, MichiganUsed in scoring [4]
City economic-development profile reports more than 11,000 employers and more than 273,000 jobs in the city economic baseemployers minimum: 11,000; jobs minimum: 273,000reported countsCurrent city economic-development profile accessed August 2026Grand Rapids, MichiganUsed in scoring [5]
More than 30,000 homes in Grand Rapids were built before 197830,000homes minimumCurrent program page accessed August 2026Grand Rapids, MichiganUsed in scoring [8]
2023 update estimated 14,106 additional/replacement dwelling units would be needed in the city by 2027 to accommodate household growth and older-home replacement14,106dwelling units projected need2023 Housing Needs Assessment update with need projected through 2027Grand Rapids, MichiganUsed in scoring [9]
Corewell Health listed as the largest Grand Rapids-area employer in the City FY2027 preliminary fiscal plan25,000employeesFY2027 Preliminary Fiscal Plan; employer table sourced to The Right Place 2024Grand Rapids metropolitan areaUsed in scoring [6]
Downtown Grand Rapids co-locates Van Andel Institute, MSU College of Human Medicine and MSU Research Center adjacent to major hospitals; VAI supports more than 400 scientists, educators and staffvan andel staff minimum: 400; institutions: Van Andel Institute, Michigan State University College of Human Medicine, Michigan State University Research Center, Corewell Health hospital facilitiesinstitutional clusterFY2026; institutional profile current at publicationDowntown Grand Rapids / Medical MileUsed in scoring [7] [26]
Mean hourly wage for all occupations versus U.S. average in May 2025grand rapids msa: 29.16; united states: 33.54usd per hourMay 2025Grand Rapids-Wyoming-Kentwood, MI MSAContext only [10]
Selected frontline major-occupation mean hourly wages versus U.S. averages in May 2025food preparation and serving: grand rapids msa: 17.92, united states: 17.86; building and grounds cleaning maintenance: grand rapids msa: 18.49, united states: 19.66; sales related: grand rapids msa: 25.54, united states: 26.43; office administrative support: grand rapids msa: 23.62, united states: 24.79usd per hourMay 2025Grand Rapids-Wyoming-Kentwood, MI MSAContext only [10]
Selected skilled-trade major-occupation mean hourly wages versus U.S. averages in May 2025construction and extraction: grand rapids msa: 30.15, united states: 31.42; installation maintenance and repair: grand rapids msa: 28.68, united states: 30.44usd per hourMay 2025Grand Rapids-Wyoming-Kentwood, MI MSAContext only [10]
Metropolitan unemployment rate in May 20264.4percentLabor force and employment through June 2026; extracted August 7, 2026Grand Rapids-Wyoming-Kentwood, MI MSAContext only [11]
Michigan minimum hourly wage effective January 1, 202613.73usd per hourRates effective January 1, 2026 and January 1, 2027MichiganContext only [12]
Odd-even and one-side parking restrictions apply on signed streets each year from November 1 through April 1; odd/even restrictions operate from 1:00 a.m. to 6:00 p.m.season start: 11-01; season end: 04-01; odd even restricted hours: 01:00-18:00; both sides allowed hours: 18:00-01:00ruleRecurring annual restrictions, November 1 through April 1Grand Rapids streets designated with seasonal parking signsConditional relationship [13] [3]
West Michigan industrial vacancy and average asking rent in Q1 2026vacancy rate: 3.4; average asking rent nnn: 6.53percent and usd per sqftQ1 2026West Michigan industrial marketConditional relationship [14]
Flex space in the West Michigan industrial market commanded asking-rent premiums above $10 per square foot in Q4 2025 while overall industrial vacancy was 3.7%flex asking rent floor: 10; overall industrial vacancy rate: 3.7usd per sqft and percentQ4 2025West Michigan industrial marketConditional relationship [15] [2]
All private-property signage requires a City sign permit and review against the zoning ordinance and Michigan Building Codepermit requiredcategoricalCurrent rules accessed August 2026Grand Rapids, MichiganConditional relationship [16] [17]
Exterior changes, improvements or repairs to covered historic properties require Certificate of Appropriateness reviewcertificate of appropriateness requiredcategoricalCurrent historic-preservation process accessed August 2026Grand Rapids designated historic districts and landmark propertiesConditional relationship [18] [3]
Kent County Drain Commissioner development-review fees include $250 for industrial/commercial development of 10 acres or less, $350 for 11 acres or more, and $9 per lot for preliminary plats with 23 or more lotsindustrial commercial 10 acres or less: 250; industrial commercial 11 acres or more: 350; preliminary plat 23 or more lots per lot: 9usdCurrent Development Review Fee Schedule accessed August 2026; site-development rules updated March 2025Kent County, MichiganContext only [19] [1]
City vendors must register in the City financial system; bid opportunities are available through Vendor Self Service and the MITN Purchasing Groupformal vendor registration and bid systemcategoricalCurrent procurement process accessed August 2026City of Grand RapidsContext only [20]
Corewell Health maintains a supplier-registration process and formal supplier requirements for vendors and contractorsformal supplier registration and requirementscategoricalCurrent supplier requirements accessed August 2026Corewell HealthUsed in scoring [21]
Acrisure Amphitheater entered its inaugural season in 2026 as a 12,000-seat venue; the City created a dedicated mobility plan for event access12,000seats2026 inaugural seasonAcrisure Amphitheater and surrounding downtown access areaSupports modeled relationship [22] [23]
Grand River Restoration Lower Reach construction broke ground June 1, 2026 under a $14.56 million construction contractcontract value: 14,560,000; status: construction active; lower reach: I-196 to Fulton Streetusd and statusLower Reach construction active beginning June 2026Grand River downtown corridor, Lower ReachContext only [24]
City climate planning identifies heavy rainfall and flooding as current hazards and describes decreased freeze-thaw cycles under changing seasonal conditionsheavy rain flooding with decreased freeze thaw cyclescategoricalPlan adopted August 2025; current climate-risk frameworkGrand Rapids, MichiganContext only [25]

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 that apply without an unresolved site, territory, customer, or project gate.

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 73.38 after target-market demand +3.4 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. Before this template is activated, the report is reviewed for source scope, classification, arithmetic, unsupported claims, duplication, and readability.

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

Evidence represented in this report

Each source identifies its period, scope, and the local metrics it supports. Internal or supplied research is not presented as independently accessible evidence.

  1. 1
    Forensic Audit of Municipal Structural Constraints and Deal-Killer LiabilitiesInternal or supplied research; not publicly accessible.

    Used for: Kent County Drain Commissioner development-review fees include $250 for industrial/commercial development of 10 acres or less, $350 for 11 acres or more, and $9 per lot for preliminary plats with 23 or more lots

    Publisher
    Supplied research material
    Published
    February 19, 2026
    Data period
    Research cited as accessed through February 19, 2026
    Scope
    Grand Rapids, Michigan section within a multi-city research docket
    Locator
    Grand Rapids section, subsections A-F and source notes 40-46
    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.

    Used for: Flex space in the West Michigan industrial market commanded asking-rent premiums above $10 per square foot in Q4 2025 while overall industrial vacancy was 3.7%

    Publisher
    Supplied research material
    Published
    February 24, 2026
    Data period
    Research cited as accessed through February 24, 2026
    Scope
    Grand Rapids, Michigan section within a multi-city research docket
    Locator
    Grand Rapids section, Macro-Physical Reality, Infrastructure & Micro-Geography, Smart Money Thesis, and source notes 53-63
    Source tier
    Tier 5 · supplied bespoke research
    Accessed
    August 7, 2026
  3. 3
    Franchise data - remake - B startInternal or supplied research; not publicly accessible.

    Used for: Odd-even and one-side parking restrictions apply on signed streets each year from November 1 through April 1; odd/even restrictions operate from 1:00 a.m. to 6:00 p.m. and Exterior changes, improvements or repairs to covered historic properties require Certificate of Appropriateness review

    Publisher
    Supplied research material
    Data period
    Neighborhood records supplied August 7, 2026
    Scope
    Six Grand Rapids neighborhood records: Downtown, West Side, Creston, Alger Heights, East Hills, Midtown
    Locator
    Rows with CITY = Grand Rapids
    Source tier
    Tier 5 · supplied bespoke research
    Accessed
    August 7, 2026
  4. 4
    QuickFacts: Grand Rapids city, Michigan

    Used for: Resident population estimate on July 1, 2025, Population change from April 2020 estimate base to July 2025, and Estimated households, 2020-2024

    Publisher
    U.S. Census Bureau
    Data period
    July 1, 2025 population estimate; 2020-2024 ACS characteristics; 2022 economic receipts where shown
    Scope
    Grand Rapids city, Michigan
    Locator
    Population, housing, households, economy, income, transportation, and geography table
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  5. 5
    Why Grand Rapids is right for your business

    Used for: City economic-development profile reports more than 11,000 employers and more than 273,000 jobs in the city economic base

    Publisher
    City of Grand Rapids Economic Development
    Data period
    Current city economic-development profile accessed August 2026
    Scope
    Grand Rapids city with some regional framing
    Locator
    City Data section: city population, employer and employment counts
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  6. 6
    2026-04-28 Committee of the Whole Briefing

    Used for: Corewell Health listed as the largest Grand Rapids-area employer in the City FY2027 preliminary fiscal plan

    Publisher
    City of Grand Rapids
    Published
    April 28, 2026
    Data period
    FY2027 Preliminary Fiscal Plan; employer table sourced to The Right Place 2024
    Scope
    Grand Rapids and Grand Rapids metropolitan area
    Locator
    Attached FY2027 Preliminary Fiscal Plan, Community Profile: top employers and education/research institutions
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  7. 7
    FY 2026 Final Fiscal Plan

    Used for: Downtown Grand Rapids co-locates Van Andel Institute, MSU College of Human Medicine and MSU Research Center adjacent to major hospitals; VAI supports more than 400 scientists, educators and staff

    Publisher
    City of Grand Rapids
    Published
    June 17, 2025
    Data period
    FY2026; institutional profile current at publication
    Scope
    Grand Rapids city and metropolitan context
    Locator
    Community Profile: Van Andel Institute, MSU College of Human Medicine and adjacent research institutions
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  8. 8
    Lead Abatement Contractors

    Used for: More than 30,000 homes in Grand Rapids were built before 1978

    Publisher
    City of Grand Rapids Community Development
    Data period
    Current program page accessed August 2026
    Scope
    Grand Rapids city
    Locator
    Statement that more than 30,000 Grand Rapids homes were built before 1978
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  9. 9
    City Housing Policy Amendments

    Used for: 2023 update estimated 14,106 additional/replacement dwelling units would be needed in the city by 2027 to accommodate household growth and older-home replacement

    Publisher
    City of Grand Rapids Planning Department
    Published
    July 11, 2023
    Data period
    2023 Housing Needs Assessment update with need projected through 2027
    Scope
    Grand Rapids city and Kent County
    Locator
    Housing Needs Assessment update: 14,106 city dwelling units needed by 2027 for household growth and older-home replacement
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  10. 10
    Occupational Employment and Wages in Grand Rapids-Wyoming-Kentwood — May 2025

    Used for: Mean hourly wage for all occupations versus U.S. average in May 2025, Selected frontline major-occupation mean hourly wages versus U.S. averages in May 2025, and Selected skilled-trade major-occupation mean hourly wages versus U.S. averages in May 2025

    Publisher
    U.S. Bureau of Labor Statistics
    Published
    July 16, 2026
    Data period
    May 2025
    Scope
    Grand Rapids-Wyoming-Kentwood, MI Metropolitan Statistical Area: Barry, Ionia, Kent, Montcalm and Ottawa Counties
    Locator
    Table A major occupational groups and Technical Note
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  11. 11
    Grand Rapids-Wyoming, MI Economy at a Glance

    Used for: Metropolitan unemployment rate in May 2026

    Publisher
    U.S. Bureau of Labor Statistics
    Data period
    Labor force and employment through June 2026; extracted August 7, 2026
    Scope
    Grand Rapids-Wyoming-Kentwood metropolitan area
    Locator
    Labor Force Data table, May and June 2026
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  12. 12
    Minimum Wage and Overtime FAQ

    Used for: Michigan minimum hourly wage effective January 1, 2026

    Publisher
    Michigan Department of Labor and Economic Opportunity
    Data period
    Rates effective January 1, 2026 and January 1, 2027
    Scope
    State of Michigan
    Locator
    Minimum hourly wage schedule
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  13. 13
    Odd-Even and One-Side Seasonal Parking Restrictions

    Used for: Odd-even and one-side parking restrictions apply on signed streets each year from November 1 through April 1; odd/even restrictions operate from 1:00 a.m. to 6:00 p.m.

    Publisher
    City of Grand Rapids Public Works
    Data period
    Recurring annual restrictions, November 1 through April 1
    Scope
    Grand Rapids streets designated with seasonal parking signs
    Locator
    Seasonal Parking Restrictions and Purpose of Seasonal Parking
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  14. 14
    West Michigan Industrial Market Report | Q1 2026

    Used for: West Michigan industrial vacancy and average asking rent in Q1 2026

    Publisher
    Colliers
    Published
    April 1, 2026
    Data period
    Q1 2026
    Scope
    West Michigan industrial market
    Locator
    Vacancy and average asking-rent summary
    Source tier
    Tier 3 · credible industry
    Accessed
    August 7, 2026
  15. 15
    West Michigan Industrial Market Report | Q4 2025

    Used for: Flex space in the West Michigan industrial market commanded asking-rent premiums above $10 per square foot in Q4 2025 while overall industrial vacancy was 3.7%

    Publisher
    Colliers
    Published
    January 6, 2026
    Data period
    Q4 2025
    Scope
    West Michigan industrial market
    Locator
    Vacancy, asking rents, and flex-space rent premium summary
    Source tier
    Tier 3 · credible industry
    Accessed
    August 7, 2026
  16. 16
    Signs

    Used for: All private-property signage requires a City sign permit and review against the zoning ordinance and Michigan Building Code

    Publisher
    City of Grand Rapids Planning Department
    Data period
    Current rules accessed August 2026
    Scope
    Grand Rapids city
    Locator
    Private-property sign permit requirement and zoning/building-code review
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  17. 17
    Sign Permit

    Used for: All private-property signage requires a City sign permit and review against the zoning ordinance and Michigan Building Code

    Publisher
    City of Grand Rapids Development Center
    Data period
    Current permit process accessed August 2026
    Scope
    Grand Rapids city
    Locator
    Sign permit application requirements including building photographs, existing signs, site plan/elevation and specifications
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  18. 18
    Apply for a Certificate of Appropriateness for an Existing Structure

    Used for: Exterior changes, improvements or repairs to covered historic properties require Certificate of Appropriateness review

    Publisher
    City of Grand Rapids Historic Preservation Commission
    Data period
    Current historic-preservation process accessed August 2026
    Scope
    Grand Rapids designated historic districts and landmark properties
    Locator
    Exterior change, improvement, and repair approval process
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  19. 19
    Rules & Fees

    Used for: Kent County Drain Commissioner development-review fees include $250 for industrial/commercial development of 10 acres or less, $350 for 11 acres or more, and $9 per lot for preliminary plats with 23 or more lots

    Publisher
    Kent County, Michigan
    Data period
    Current Development Review Fee Schedule accessed August 2026; site-development rules updated March 2025
    Scope
    Kent County development subject to County Drain Commissioner review
    Locator
    Development Review Fee Schedule
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  20. 20
    Purchasing

    Used for: City vendors must register in the City financial system; bid opportunities are available through Vendor Self Service and the MITN Purchasing Group

    Publisher
    City of Grand Rapids Fiscal Services
    Data period
    Current procurement process accessed August 2026
    Scope
    City of Grand Rapids procurement
    Locator
    Vendor registration, VSS, and MITN bid opportunities
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  21. 21
    Suppliers, Contractors and Vendors

    Used for: Corewell Health maintains a supplier-registration process and formal supplier requirements for vendors and contractors

    Publisher
    Corewell Health
    Data period
    Current supplier requirements accessed August 2026
    Scope
    Corewell Health supplier and contractor network
    Locator
    Supplier registration and supplier requirements
    Source tier
    Tier 2 · recognized institutional research
    Accessed
    August 7, 2026
  22. 22
    City unveils new trip planning website and comprehensive mobility plan for Acrisure Amphitheater’s inaugural season

    Used for: Acrisure Amphitheater entered its inaugural season in 2026 as a 12,000-seat venue; the City created a dedicated mobility plan for event access

    Publisher
    City of Grand Rapids
    Published
    April 20, 2026
    Data period
    2026 inaugural season
    Scope
    Downtown Grand Rapids and venue-access area
    Locator
    Inaugural-season mobility plan, nearby parking supply, shuttle and access details
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  23. 23
    City Manager presents $785.4 million FY2027 Preliminary Fiscal Plan to the City Commission

    Used for: Acrisure Amphitheater entered its inaugural season in 2026 as a 12,000-seat venue; the City created a dedicated mobility plan for event access

    Publisher
    City of Grand Rapids
    Published
    April 28, 2026
    Data period
    FY2026 progress and FY2027 budget proposal
    Scope
    Grand Rapids city
    Locator
    FY2026 progress statement identifying the opening season of the 12,000-seat Acrisure Amphitheater
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  24. 24
    Grand Rapids breaks ground on Grand River Restoration – Lower Reach

    Used for: Grand River Restoration Lower Reach construction broke ground June 1, 2026 under a $14.56 million construction contract

    Publisher
    City of Grand Rapids
    Published
    June 1, 2026
    Data period
    Lower Reach construction active beginning June 2026
    Scope
    Grand River downtown corridor, Lower Reach from I-196 to Fulton Street
    Locator
    Groundbreaking and $14.56 million construction contract
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  25. 25
    The Grand Rapids Climate Action & Adaptation Plan

    Used for: City climate planning identifies heavy rainfall and flooding as current hazards and describes decreased freeze-thaw cycles under changing seasonal conditions

    Publisher
    City of Grand Rapids Sustainability
    Published
    August 1, 2025
    Data period
    Plan adopted August 2025; current climate-risk framework
    Scope
    Grand Rapids city
    Locator
    Climate hazard summary including heavy rainfall, flooding, changing seasonal conditions, and decreased freeze-thaw cycles
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  26. 26
    Incubation Spaces

    Used for: Downtown Grand Rapids co-locates Van Andel Institute, MSU College of Human Medicine and MSU Research Center adjacent to major hospitals; VAI supports more than 400 scientists, educators and staff

    Publisher
    City of Grand Rapids Economic Development
    Data period
    Current incubator and Medical Mile information accessed August 2026
    Scope
    Grand Rapids Medical Mile and city startup ecosystem
    Locator
    The Bridge: shared workspace on Medical Mile with MSU Research Foundation and Spartan Innovations support
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026

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