70.0 average across 2 concepts
Local operating-model alignment analysis
Best Franchise Opportunities We Assessed in Springfield, Massachusetts
We compared 14 franchise concepts for Springfield, Massachusetts. Healthcare institutional service demand was a leading positive mechanism. Winter parking and access pressure was a leading operating constraint.
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.
14Concepts evaluated
19Sources used
14Primary sources
21Local 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
0.6 points average among 6 affected concepts
0.4 points average reduction among 13 affected concepts
Tested rank range spans 11 positions
Executive conclusion
What the ranking means for Springfield, Massachusetts
City Wide, Jan-Pro International, and ActionCOACH 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. Winter parking and access pressure was the broadest operating constraint, reducing exposed concepts by 0.4 points on average. City Wide was especially relationship-sensitive: removing healthcare institutional service demand moved it from #1 to #3 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.
| Rank | Franchise | Alignment and tier | Largest advantage | Largest constraint | Evidence confidence |
|---|---|---|---|---|---|
| 1 | City WideFacility managementInvestment: $229,729–$410,730 | 71.3Tier 3 · Mixed modeled alignment | +1.4 ptsTarget-market demand | -0.1 ptsTransportation, routing, and parking | Moderate evidence confidence |
| 2 | Jan-Pro InternationalCommercial cleaningInvestment: $130,000–$421,500 | 70.6Tier 3 · Mixed modeled alignment | +1.0 ptsTarget-market demand | -0.4 ptsTransportation, routing, and parking | Moderate evidence confidence |
| 3 | ActionCOACHBusiness coachingInvestment: $71,668–$303,513 | 70.2Tier 3 · Mixed modeled alignment | +0.2 ptsTarget-market demand | No material negative local adjustment | Moderate evidence confidence |
| 4 | HomeSmilesProperty maintenance servicesInvestment: $148,110–$201,800 | 70.1Tier 3 · Mixed modeled alignment | +0.5 ptsTarget-market demand | -0.4 ptsTransportation, routing, and parking | Moderate evidence confidence |
| 5 | Rainbow International RestorationRestorationInvestment: $185,336–$351,900 | 70.0Tier 3 · Mixed modeled alignment | +0.3 ptsProperty replacement-cycle demand | -0.5 ptsTransportation, routing, and parking | Moderate evidence confidence |
| 6 | FASTSIGNSSigns and graphicsInvestment: $231,226–$386,285 | 70.0Tier 3 · Mixed modeled alignment | +0.5 ptsTarget-market demand | -0.6 ptsTransportation, routing, and parking | Moderate evidence confidence |
| 7 | PuroCleanRestorationInvestment: $54,575–$262,145 | 69.9Tier 3 · Mixed modeled alignment | +0.3 ptsProperty replacement-cycle demand | -0.4 ptsTransportation, routing, and parking | Moderate evidence confidence |
| 8 | Aire ServHVAC installation, repair, and maintenanceInvestment: $113,308–$271,708 | 69.8Tier 3 · Mixed modeled alignment | +0.4 ptsProperty replacement-cycle demand | -0.6 ptsTransportation, routing, and parking | Moderate evidence confidence |
| 9 | ZOOM DRAINDrain and sewer serviceInvestment: $266,250–$570,500 | 69.8Tier 3 · Mixed modeled alignment | +0.4 ptsProperty replacement-cycle demand | -0.6 ptsTransportation, routing, and parking | Moderate evidence confidence |
| 10 | Mister Sparky ElectricElectrical | 69.8Tier 3 · Mixed modeled alignment | +0.3 ptsProperty replacement-cycle demand | -0.5 ptsTransportation, routing, and parking | Moderate evidence confidence |
Conditions that changed the analysis
What mattered most in Springfield, Massachusetts
Baystate Health and the wider healthcare sector create a large institutional service-demand base
This relationship affected 6 concepts and added 0.6 points on average among those exposed. Local evidence: Health care and social assistance receipts or revenue in 2022: 4,157,072,000 USD. [4] [9]
Declared severe-weather parking bans create recurring winter curb and access constraints
This relationship affected 13 concepts and reduced 0.4 points on average among those exposed. Local evidence: Springfield activated the severe-weather parking restrictions citywide for the February 22, 2026 nor'easter and authorized ticketing and towing: effective start: 2026-02-22T19:00:00-05:00; ticketing and towing: yes; free public garage or lot parking available: yes event status. [14] [13] [3]
The city housing study found 41 percent of units built before 1940 and only 14 percent built since 1980 using 2016 ACS data
The older-stock profile supports repair, inspection, restoration, rehabilitation and replacement demand, and the current lead-hazard program confirms that age-related remediation remains operationally relevant. The age distribution does not establish that every property retains original systems or that plumbing, HVAC, electrical, roofing, or structural components fail on a synchronized schedule; property condition and regulated remediation requirements remain building-specific. [5] [1] [6]
Evidence behind the city mechanisms
Baystate Health and the wider healthcare sector create a large institutional service-demand base1 modeled effect
Healthcare institutional service demandTarget-market demand
Declared severe-weather parking bans create recurring winter curb and access constraints1 modeled effect
Winter parking and access pressureTransportation, routing, and parking
The X reconstruction creates a long-duration, corridor-specific temporary route disruption1 modeled effect
Temporary route disruptionTransportation, routing, and parking
Mapped commercial-design and local historic-district rules can require site-specific exterior and signage adaptation1 modeled effect
Signage and prototype adaptation burdenRegulatory and operating friction
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 alignment71.3
City Wide
Initial investment: $229,729–$410,730
Increase +1.4 pts Target-market demandReduction -0.1 pts Transportation, routing, and parking
Rank sensitivity: Moderately sensitive
Why it ranks here
Score-changing local factors only. Evidence links open the underlying city finding.
| Local factor | Modeled drivers | Impact |
|---|---|---|
| Target-market demand |
| +1.4 pts |
| Transportation, routing, and parking |
| -0.1 pts |
| Net local movement | +1.31 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 baseline | 70.0 |
|---|---|
| Target-market demand | +1.4 |
| Property replacement-cycle demand | Not applicable to this operating model |
| Competitive environment | Not included in the score |
| Labor and staffing friction | Not included in the score |
| Transportation, routing, and parking | -0.1 |
| Real estate and site feasibility | Not included in the score |
| Sales and customer acquisition | Not included in the score |
| Referral ecosystem | Not included in the score |
| Territory quality | Depends on the specific site, territory, or operating condition |
| Regulatory and operating friction | Depends on the specific site, territory, or operating condition |
| Full-precision calculated score | 71.31 |
| Published local-market alignment | 71.3 |
Factor calculations use full precision. Contributions and published scores are displayed to one decimal place; ranking order uses the full-precision score.
Evidence confidence
- City Modifier Evidence
- Adequate
- Factor Research Coverage
- Adequate
- Franchise-profile completeness
- Limited
- Source-evidence confidence
- Strong
- Geographic applicability
- Limited
- Overall evidence confidence
- Moderate evidence confidence
- Largest absolute effect
- Target-market demand +1.4 pts
- Tested rank range
- #1–#3
#2Tier 3 · Mixed modeled alignment70.6
Jan-Pro International
Initial investment: $130,000–$421,500
Increase +1.0 pts Target-market demandReduction -0.4 pts Transportation, routing, and parking
Rank sensitivity: Highly sensitive
Why it ranks here
Score-changing local factors only. Evidence links open the underlying city finding.
| Local factor | Modeled drivers | Impact |
|---|---|---|
| Target-market demand |
| +1.0 pts |
| Transportation, routing, and parking |
| -0.4 pts |
| Net local movement | +0.61 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 baseline | 70.0 |
|---|---|
| Target-market demand | +1.0 |
| Property replacement-cycle demand | Not applicable to this operating model |
| Competitive environment | Not included in the score |
| Labor and staffing friction | Not included in the score |
| Transportation, routing, and parking | -0.4 |
| Real estate and site feasibility | Not included in the score |
| Sales and customer acquisition | Not included in the score |
| Referral ecosystem | Not included in the score |
| Territory quality | Depends on the specific site, territory, or operating condition |
| Regulatory and operating friction | Depends on the specific site, territory, or operating condition |
| Full-precision calculated score | 70.61 |
| Published local-market alignment | 70.6 |
Factor calculations use full precision. Contributions and published scores are displayed to one decimal place; ranking order uses the full-precision score.
Evidence confidence
- City Modifier Evidence
- Adequate
- Factor Research Coverage
- Adequate
- Franchise-profile completeness
- Limited
- Source-evidence confidence
- Strong
- Geographic applicability
- Limited
- Overall evidence confidence
- Moderate evidence confidence
- Largest absolute effect
- Target-market demand +1.0 pts
- Tested rank range
- #2–#13
#3Tier 3 · Mixed modeled alignment70.2
ActionCOACH
Initial investment: $71,668–$303,513
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 factor | Modeled drivers | Impact |
|---|---|---|
| Target-market demand |
| +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 baseline | 70.0 |
|---|---|
| Target-market demand | +0.2 |
| Property replacement-cycle demand | Not applicable to this operating model |
| Competitive environment | Not included in the score |
| Labor and staffing friction | Not included in the score |
| Transportation, routing, and parking | Not applicable to this operating model |
| Real estate and site feasibility | Not included in the score |
| Sales and customer acquisition | Not included in the score |
| Referral ecosystem | Not included in the score |
| Territory quality | Depends on the specific site, territory, or operating condition |
| Regulatory and operating friction | Depends on the specific site, territory, or operating condition |
| Full-precision calculated score | 70.17 |
| Published local-market alignment | 70.2 |
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
- Limited
- Overall evidence confidence
- Moderate evidence confidence
- Largest absolute effect
- Target-market demand +0.2 pts
- Tested rank range
- #1–#12
#4Tier 3 · Mixed modeled alignment70.1
HomeSmiles
Initial investment: $148,110–$201,800
Increase +0.5 pts Target-market demandReduction -0.4 pts Transportation, routing, and parking
Rank sensitivity: Highly sensitive
Why it ranks here
Score-changing local factors only. Evidence links open the underlying city finding.
| Local factor | Modeled drivers | Impact |
|---|---|---|
| Target-market demand |
| +0.5 pts |
| Transportation, routing, and parking |
| -0.4 pts |
| Net local movement | +0.14 pts | |
Net uses full-precision effects; displayed factor and driver rows are rounded.
Franchise evidence
Source material assessed
Item 3 — Litigation
1 image
Item 6 — Other Fees
1 image
Item 7 — Estimated Initial Investment
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 baseline | 70.0 |
|---|---|
| Target-market demand | +0.5 |
| Property replacement-cycle demand | Not applicable to this operating model |
| Competitive environment | Not included in the score |
| Labor and staffing friction | Not included in the score |
| Transportation, routing, and parking | -0.4 |
| Real estate and site feasibility | Not included in the score |
| Sales and customer acquisition | Not included in the score |
| Referral ecosystem | Not included in the score |
| Territory quality | Depends on the specific site, territory, or operating condition |
| Regulatory and operating friction | Depends on the specific site, territory, or operating condition |
| Full-precision calculated score | 70.14 |
| Published local-market alignment | 70.1 |
Factor calculations use full precision. Contributions and published scores are displayed to one decimal place; ranking order uses the full-precision score.
Evidence confidence
- City Modifier Evidence
- Adequate
- Factor Research Coverage
- Adequate
- Franchise-profile completeness
- Adequate
- Source-evidence confidence
- Strong
- Geographic applicability
- Limited
- Overall evidence confidence
- Moderate evidence confidence
- Largest absolute effect
- Target-market demand +0.5 pts
- Tested rank range
- #4–#12
#5Tier 3 · Mixed modeled alignment70.0
Rainbow International Restoration
Initial investment: $185,336–$351,900
Increase +0.3 pts Property replacement-cycle demandReduction -0.5 pts Transportation, routing, and parking
Rank sensitivity: Moderately sensitive
Why it ranks here
Score-changing local factors only. Evidence links open the underlying city finding.
| Local factor | Modeled drivers | Impact |
|---|---|---|
| Transportation, routing, and parking |
| -0.5 pts |
| Property replacement-cycle demand |
| +0.3 pts |
| Target-market demand |
| +0.2 pts |
| Net local movement | +0.02 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 baseline | 70.0 |
|---|---|
| Target-market demand | +0.2 |
| Property replacement-cycle demand | +0.3 |
| Competitive environment | Not included in the score |
| Labor and staffing friction | Not included in the score |
| Transportation, routing, and parking | -0.5 |
| Real estate and site feasibility | Not included in the score |
| Sales and customer acquisition | Not included in the score |
| Referral ecosystem | Not included in the score |
| Territory quality | Depends on the specific site, territory, or operating condition |
| Regulatory and operating friction | Depends on the specific site, territory, or operating condition |
| Full-precision calculated score | 70.02 |
| Published local-market alignment | 70.0 |
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
- Limited
- Overall evidence confidence
- Moderate evidence confidence
- Largest absolute effect
- Transportation, routing, and parking -0.5 pts
- Tested rank range
- #4–#7
#6Tier 3 · Mixed modeled alignment70.0
FASTSIGNS
Initial investment: $231,226–$386,285
Increase +0.5 pts Target-market demandReduction -0.6 pts Transportation, routing, and parking
Rank sensitivity: Highly sensitive
Why it ranks here
Score-changing local factors only. Evidence links open the underlying city finding.
| Local factor | Modeled drivers | Impact |
|---|---|---|
| Transportation, routing, and parking |
| -0.6 pts |
| Target-market demand |
| +0.5 pts |
| Regulatory and operating friction | Signage and prototype adaptation burden EvidenceConditional — applicability must be confirmed | Not scored |
| Net local movement | -0.02 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
Public company data assessed
3 sourcesFull 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 baseline | 70.0 |
|---|---|
| Target-market demand | +0.5 |
| Property replacement-cycle demand | Not applicable to this operating model |
| Competitive environment | Not included in the score |
| Labor and staffing friction | Not included in the score |
| Transportation, routing, and parking | -0.6 |
| Real estate and site feasibility | Not included in the score |
| Sales and customer acquisition | Not included in the score |
| Referral ecosystem | Not included in the score |
| Territory quality | Depends on the specific site, territory, or operating condition |
| Regulatory and operating friction | Depends on the specific site, territory, or operating condition |
| Full-precision calculated score | 69.98 |
| Published local-market alignment | 70.0 |
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
- Limited
- Overall evidence confidence
- Moderate evidence confidence
- Largest absolute effect
- Transportation, routing, and parking -0.6 pts
- Tested rank range
- #3–#14
#7Tier 3 · Mixed modeled alignment69.9
PuroClean
Initial investment: $54,575–$262,145
Increase +0.3 pts Property replacement-cycle demandReduction -0.4 pts Transportation, routing, and parking
Rank sensitivity: Highly sensitive
Why it ranks here
Score-changing local factors only. Evidence links open the underlying city finding.
| Local factor | Modeled drivers | Impact |
|---|---|---|
| Transportation, routing, and parking |
| -0.4 pts |
| Property replacement-cycle demand |
| +0.3 pts |
| Transportation, routing, and parking | Temporary route disruption EvidenceConditional — applicability must be confirmed | Not scored |
| Net local movement | -0.05 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 baseline | 70.0 |
|---|---|
| Target-market demand | Not applicable to this operating model |
| Property replacement-cycle demand | +0.3 |
| Competitive environment | Not included in the score |
| Labor and staffing friction | Not included in the score |
| Transportation, routing, and parking | -0.4 |
| Real estate and site feasibility | Not included in the score |
| Sales and customer acquisition | Not included in the score |
| Referral ecosystem | Not included in the score |
| Territory quality | Depends on the specific site, territory, or operating condition |
| Regulatory and operating friction | Depends on the specific site, territory, or operating condition |
| Full-precision calculated score | 69.95 |
| Published local-market alignment | 69.9 |
Factor calculations use full precision. Contributions and published scores are displayed to one decimal place; ranking order uses the full-precision score.
Evidence confidence
- City Modifier Evidence
- Adequate
- Factor Research Coverage
- Adequate
- Franchise-profile completeness
- Limited
- Source-evidence confidence
- Strong
- Geographic applicability
- Limited
- Overall evidence confidence
- Moderate evidence confidence
- Largest absolute effect
- Transportation, routing, and parking -0.4 pts
- Tested rank range
- #2–#10
#8Tier 3 · Mixed modeled alignment69.8
Aire Serv
Initial investment: $113,308–$271,708
Increase +0.4 pts Property replacement-cycle demandReduction -0.6 pts Transportation, routing, and parking
Rank sensitivity: Highly sensitive
Why it ranks here
Score-changing local factors only. Evidence links open the underlying city finding.
| Local factor | Modeled drivers | Impact |
|---|---|---|
| Transportation, routing, and parking |
| -0.6 pts |
| Property replacement-cycle demand |
| +0.4 pts |
| Transportation, routing, and parking | Temporary route disruption EvidenceConditional — applicability must be confirmed | Not scored |
| Net local movement | -0.20 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 sourceFull 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 baseline | 70.0 |
|---|---|
| Target-market demand | Not applicable to this operating model |
| Property replacement-cycle demand | +0.4 |
| Competitive environment | Not included in the score |
| Labor and staffing friction | Not included in the score |
| Transportation, routing, and parking | -0.6 |
| Real estate and site feasibility | Not included in the score |
| Sales and customer acquisition | Not included in the score |
| Referral ecosystem | Not included in the score |
| Territory quality | Depends on the specific site, territory, or operating condition |
| Regulatory and operating friction | Depends on the specific site, territory, or operating condition |
| Full-precision calculated score | 69.80 |
| Published local-market alignment | 69.8 |
Factor calculations use full precision. Contributions and published scores are displayed to one decimal place; ranking order uses the full-precision score.
Evidence confidence
- City Modifier Evidence
- Adequate
- Factor Research Coverage
- Adequate
- Franchise-profile completeness
- Adequate
- Source-evidence confidence
- Strong
- Geographic applicability
- Limited
- Overall evidence confidence
- Moderate evidence confidence
- Largest absolute effect
- Transportation, routing, and parking -0.6 pts
- Tested rank range
- #5–#12
#9Tier 3 · Mixed modeled alignment69.8
ZOOM DRAIN
Initial investment: $266,250–$570,500
Increase +0.4 pts Property replacement-cycle demandReduction -0.6 pts Transportation, routing, and parking
Rank sensitivity: Highly sensitive
Why it ranks here
Score-changing local factors only. Evidence links open the underlying city finding.
| Local factor | Modeled drivers | Impact |
|---|---|---|
| Transportation, routing, and parking |
| -0.6 pts |
| Property replacement-cycle demand |
| +0.4 pts |
| Transportation, routing, and parking | Temporary route disruption EvidenceConditional — applicability must be confirmed | Not scored |
| Net local movement | -0.20 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 baseline | 70.0 |
|---|---|
| Target-market demand | Not applicable to this operating model |
| Property replacement-cycle demand | +0.4 |
| Competitive environment | Not included in the score |
| Labor and staffing friction | Not included in the score |
| Transportation, routing, and parking | -0.6 |
| Real estate and site feasibility | Not included in the score |
| Sales and customer acquisition | Not included in the score |
| Referral ecosystem | Not included in the score |
| Territory quality | Depends on the specific site, territory, or operating condition |
| Regulatory and operating friction | Depends on the specific site, territory, or operating condition |
| Full-precision calculated score | 69.80 |
| Published local-market alignment | 69.8 |
Factor calculations use full precision. Contributions and published scores are displayed to one decimal place; ranking order uses the full-precision score.
Evidence confidence
- City Modifier Evidence
- Adequate
- Factor Research Coverage
- Adequate
- Franchise-profile completeness
- Limited
- Source-evidence confidence
- Strong
- Geographic applicability
- Limited
- Overall evidence confidence
- Moderate evidence confidence
- Largest absolute effect
- Transportation, routing, and parking -0.6 pts
- Tested rank range
- #6–#13
#10Tier 3 · Mixed modeled alignment69.8
Mister Sparky Electric
Increase +0.3 pts Property replacement-cycle demandReduction -0.5 pts Transportation, routing, and parking
Rank sensitivity: Highly sensitive
Why it ranks here
Score-changing local factors only. Evidence links open the underlying city finding.
| Local factor | Modeled drivers | Impact |
|---|---|---|
| Transportation, routing, and parking |
| -0.5 pts |
| Property replacement-cycle demand |
| +0.3 pts |
| Transportation, routing, and parking | Temporary route disruption EvidenceConditional — applicability must be confirmed | Not scored |
| Net local movement | -0.20 pts | |
Net uses full-precision effects; displayed factor and driver rows are rounded.
Full calculation and evidence confidence
Audit layer
Full factor ledger
Full score ledger
Every factor is classified so a displayed zero is not mistaken for a score-changing effect.
| Neutral model baseline | 70.0 |
|---|---|
| Target-market demand | Not applicable to this operating model |
| Property replacement-cycle demand | +0.3 |
| Competitive environment | Not included in the score |
| Labor and staffing friction | Not included in the score |
| Transportation, routing, and parking | -0.5 |
| Real estate and site feasibility | Not included in the score |
| Sales and customer acquisition | Not included in the score |
| Referral ecosystem | Not included in the score |
| Territory quality | Depends on the specific site, territory, or operating condition |
| Regulatory and operating friction | Depends on the specific site, territory, or operating condition |
| Full-precision calculated score | 69.80 |
| Published local-market alignment | 69.8 |
Factor calculations use full precision. Contributions and published scores are displayed to one decimal place; ranking order uses the full-precision score.
Evidence confidence
- City Modifier Evidence
- Adequate
- Factor Research Coverage
- Adequate
- Franchise-profile completeness
- Limited
- Source-evidence confidence
- Strong
- Geographic applicability
- Limited
- Overall evidence confidence
- Moderate evidence confidence
- Largest absolute effect
- Transportation, routing, and parking -0.5 pts
- Tested rank range
- #7–#11
#11Tier 3 · Mixed modeled alignment69.8
Pillar To Post Home Inspectors
Initial investment: $102,690–$134,290
Increase +0.2 pts Property replacement-cycle demandReduction -0.4 pts Transportation, routing, and parking
Rank sensitivity: Moderately sensitive
Why it ranks here
Score-changing local factors only. Evidence links open the underlying city finding.
| Local factor | Modeled drivers | Impact |
|---|---|---|
| Transportation, routing, and parking |
| -0.4 pts |
| Property replacement-cycle demand |
| +0.2 pts |
| Net local movement | -0.21 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
2 images
Item 12 — Territory
1 image
Item 19 — Financial Performance Representation
1 image
Public company data assessed
2 sourcesFull 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 baseline | 70.0 |
|---|---|
| Target-market demand | Not applicable to this operating model |
| Property replacement-cycle demand | +0.2 |
| Competitive environment | Not included in the score |
| Labor and staffing friction | Not included in the score |
| Transportation, routing, and parking | -0.4 |
| Real estate and site feasibility | Not included in the score |
| Sales and customer acquisition | Not included in the score |
| Referral ecosystem | Not included in the score |
| Territory quality | Depends on the specific site, territory, or operating condition |
| Regulatory and operating friction | Depends on the specific site, territory, or operating condition |
| Full-precision calculated score | 69.79 |
| Published local-market alignment | 69.8 |
Factor calculations use full precision. Contributions and published scores are displayed to one decimal place; ranking order uses the full-precision score.
Evidence confidence
- City Modifier Evidence
- Adequate
- Factor Research Coverage
- Adequate
- Franchise-profile completeness
- Limited
- Source-evidence confidence
- Strong
- Geographic applicability
- Limited
- Overall evidence confidence
- Moderate evidence confidence
- Largest absolute effect
- Transportation, routing, and parking -0.4 pts
- Tested rank range
- #8–#11
#12Tier 3 · Mixed modeled alignment69.8
Mr. Rooter
Initial investment: $152,900–$298,675
Increase +0.4 pts Property replacement-cycle demandReduction -0.6 pts Transportation, routing, and parking
Rank sensitivity: Highly sensitive
Why it ranks here
Score-changing local factors only. Evidence links open the underlying city finding.
| Local factor | Modeled drivers | Impact |
|---|---|---|
| Transportation, routing, and parking |
| -0.6 pts |
| Property replacement-cycle demand |
| +0.4 pts |
| Transportation, routing, and parking | Temporary route disruption EvidenceConditional — applicability must be confirmed | Not scored |
| Net local movement | -0.21 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
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 baseline | 70.0 |
|---|---|
| Target-market demand | Not applicable to this operating model |
| Property replacement-cycle demand | +0.4 |
| Competitive environment | Not included in the score |
| Labor and staffing friction | Not included in the score |
| Transportation, routing, and parking | -0.6 |
| Real estate and site feasibility | Not included in the score |
| Sales and customer acquisition | Not included in the score |
| Referral ecosystem | Not included in the score |
| Territory quality | Depends on the specific site, territory, or operating condition |
| Regulatory and operating friction | Depends on the specific site, territory, or operating condition |
| Full-precision calculated score | 69.79 |
| Published local-market alignment | 69.8 |
Factor calculations use full precision. Contributions and published scores are displayed to one decimal place; ranking order uses the full-precision score.
Evidence confidence
- City Modifier Evidence
- Adequate
- Factor Research Coverage
- Adequate
- Franchise-profile completeness
- Limited
- Source-evidence confidence
- Strong
- Geographic applicability
- Limited
- Overall evidence confidence
- Moderate evidence confidence
- Largest absolute effect
- Transportation, routing, and parking -0.6 pts
- Tested rank range
- #7–#14
#13Tier 3 · Mixed modeled alignment69.8
Tiger Adjusters
Initial investment: $43,050–$159,500
No material positive local adjustment identifiedReduction -0.2 pts Transportation, routing, and parking
Rank sensitivity: Highly sensitive
Why it ranks here
Score-changing local factors only. Evidence links open the underlying city finding.
| Local factor | Modeled drivers | Impact |
|---|---|---|
| Transportation, routing, and parking |
| -0.2 pts |
| Net local movement | -0.23 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 sourceFull 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 baseline | 70.0 |
|---|---|
| Target-market demand | Not applicable to this operating model |
| Property replacement-cycle demand | Not applicable to this operating model |
| Competitive environment | Not included in the score |
| Labor and staffing friction | Not included in the score |
| Transportation, routing, and parking | -0.2 |
| Real estate and site feasibility | Not included in the score |
| Sales and customer acquisition | Not included in the score |
| Referral ecosystem | Not included in the score |
| Territory quality | Depends on the specific site, territory, or operating condition |
| Regulatory and operating friction | Depends on the specific site, territory, or operating condition |
| Full-precision calculated score | 69.77 |
| Published local-market alignment | 69.8 |
Factor calculations use full precision. Contributions and published scores are displayed to one decimal place; ranking order uses the full-precision score.
Evidence confidence
- City Modifier Evidence
- Adequate
- Factor Research Coverage
- Adequate
- Franchise-profile completeness
- Adequate
- Source-evidence confidence
- Strong
- Geographic applicability
- Limited
- Overall evidence confidence
- Moderate evidence confidence
- Largest absolute effect
- Transportation, routing, and parking -0.2 pts
- Tested rank range
- #6–#13
#14Tier 3 · Mixed modeled alignment69.7
Workout Anytime
Initial investment: $1,060,850–$1,840,550
No material positive local adjustment identifiedReduction -0.3 pts Transportation, routing, and parking
Rank sensitivity: Highly sensitive
Why it ranks here
Score-changing local factors only. Evidence links open the underlying city finding.
| Local factor | Modeled drivers | Impact |
|---|---|---|
| Transportation, routing, and parking |
| -0.3 pts |
| Net local movement | -0.32 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 baseline | 70.0 |
|---|---|
| Target-market demand | Not applicable to this operating model |
| Property replacement-cycle demand | Not applicable to this operating model |
| Competitive environment | Not included in the score |
| Labor and staffing friction | Not included in the score |
| Transportation, routing, and parking | -0.3 |
| Real estate and site feasibility | Not included in the score |
| Sales and customer acquisition | Not included in the score |
| Referral ecosystem | Not included in the score |
| Territory quality | Depends on the specific site, territory, or operating condition |
| Regulatory and operating friction | Depends on the specific site, territory, or operating condition |
| Full-precision calculated score | 69.68 |
| Published local-market alignment | 69.7 |
Factor calculations use full precision. Contributions and published scores are displayed to one decimal place; ranking order uses the full-precision score.
Evidence confidence
- City Modifier Evidence
- Adequate
- Factor Research Coverage
- Adequate
- Franchise-profile completeness
- Limited
- Source-evidence confidence
- Strong
- Geographic applicability
- Limited
- Overall evidence confidence
- Moderate evidence confidence
- Largest absolute effect
- Transportation, routing, and parking -0.3 pts
- Tested rank range
- #8–#14
No franchise concepts match the selected filters.
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 baseline | 70.0 |
|---|---|
| Target-market demand | +1.4 |
| Property replacement-cycle demand | Not applicable to this operating model |
| Competitive environment | Not included in the score |
| Labor and staffing friction | Not included in the score |
| Transportation, routing, and parking | -0.1 |
| Real estate and site feasibility | Not included in the score |
| Sales and customer acquisition | Not included in the score |
| Referral ecosystem | Not included in the score |
| Territory quality | Depends on the specific site, territory, or operating condition |
| Regulatory and operating friction | Depends on the specific site, territory, or operating condition |
| Full-precision calculated score | 71.31 |
| Published local-market alignment | 71.3 |
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. Jan-Pro International moved from #2 to #12, 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 20224,157,072,000 USD
- Springfield City And Area Labor Market Conditions In June 2026springfield city unemployment rate percent: 6.7; springfield area unemployment rate percent: 5.1; united states unemployment rate percent: 4.4; springfield area total nonfarm jobs thousands: 210.9; education health services jobs thousands: 59.1; education health services yoy change percent: 2.2; all occupations mean hourly wage usd may 2025: 32.55 mixed labor metrics
- Baystate Health Is The City's Largest Employer With More Than 8,000 Local Employees According To Springfield's Fy2025 Acfrlocal employees more than: 8,000; system employees approximate: 13,000
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
Observed model effectMixed or model dependent
Property replacement-cycle demand
We compared the age and condition of relevant property systems with the services each concept is actually equipped to provide.
Why concepts react differently
We applied a measurable adjustment to 7 of 14 concepts. When we neutralized the factor and recalculated the table, 10 concepts changed position. ZOOM DRAIN moved from #9 to #14, the largest movement among concepts directly affected by this factor.
Concepts adjusted7 of 14
Average among affected+0.3 pts
Average across all concepts+0.2 pts
Concepts changing rank10
What we observed
- Springfield Received A Current Lead Hazard Reduction Award Targeted To Existing Housing And Describes The City As High Risk Because Of Aged Housing Stock And Conditionshud grant usd: 5,123,276.05; state match up to usd: 700,000; approximate units targeted: 120; program end: 2030-04-01 mixed program metrics
- Springfield's Housing Stock Was Heavily Weighted Toward Older Structures In The 2016 Acs Profile Used By The City Housing Studybuilt before 1940 percent: 41; built since 1980 percent: 14 percent of housing units
- The City Housing Study Links The Aged Housing Stock To Elevated Maintenance And Repair Needs And Potential Lead Paint Exposureaged stock with high maintenance repair and lead risk categorical
Concepts helped most
ZOOM DRAINDrain and sewer service
+0.4 pts
Mr. RooterPlumbing
+0.4 pts
Aire ServHVAC installation, repair, and maintenance
+0.4 pts
Mister Sparky ElectricElectrical
+0.3 pts
PuroCleanRestoration
+0.3 pts
Observed model effectMixed or model dependent
Transportation, routing, and parking
We recalculated route-dependent models after accounting for travel corridors, parking, and the number of productive stops they require.
Why concepts react differently
We applied a measurable adjustment to 13 of 14 concepts. When we neutralized the factor and recalculated the table, 7 concepts changed position. Mr. Rooter moved from #12 to #6, the largest movement among concepts directly affected by this factor.
Concepts adjusted13 of 14
Average among affected-0.4 pts
Average across all concepts-0.4 pts
Concepts changing rank7
What we observed
- Springfield Activated The Severe Weather Parking Restrictions Citywide For The February 22, 2026 Nor'easter And Authorized Ticketing And Towingeffective start: 2026-02-22T19:00:00-05:00; ticketing and towing: yes; free public garage or lot parking available: yes event status
- During An Announced Severe Weather Parking Ban, Springfield Restricts Parking By Street Side And Time Windoweven side no parking: 19:00-07:00; odd side no parking: 09:00-16:00; effective condition: announced severe-weather parking ban time restriction
- Massdot's Construction Plan For The X Anticipates Lane Closures, Alternative Routes And Road Closures While Maintaining Business Access, With A Construction Bid Of Approximately $22.7 Millionconstruction bid usd: 22,700,755; total board budget usd: 27,509,868.25; construction duration approx years: 6; construction management measures: lane closures, alternative routes, road closures, business access management mixed project metrics
Concepts challenged most
Mr. RooterPlumbing
-0.6 pts
ZOOM DRAINDrain and sewer service
-0.6 pts
Aire ServHVAC installation, repair, and maintenance
-0.6 pts
FASTSIGNSSigns and graphics
-0.6 pts
Mister Sparky ElectricElectrical
-0.5 pts
Measured but not differentiating in this concept set
- Competitive environmentNo material score adjustment
- Labor and staffing frictionNo 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 WideModerately sensitive · tested #1–#3
#2 Jan-Pro InternationalHighly sensitive · tested #2–#13
#3 ActionCOACHHighly sensitive · tested #1–#12
#4 HomeSmilesHighly sensitive · tested #4–#12
#5 Rainbow International RestorationModerately sensitive · tested #4–#7
#6 FASTSIGNSHighly sensitive · tested #3–#14
#7 PuroCleanHighly sensitive · tested #2–#10
#8 Aire ServHighly sensitive · tested #5–#12
#9 ZOOM DRAINHighly sensitive · tested #6–#13
#10 Mister Sparky ElectricHighly sensitive · tested #7–#11
#11 Pillar To Post Home InspectorsModerately sensitive · tested #8–#11
#12 Mr. RooterHighly sensitive · tested #7–#14
#13 Tiger AdjustersHighly sensitive · tested #6–#13
#14 Workout AnytimeHighly sensitive · tested #8–#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.
Primary source records by factorTarget-market demand: [4] [7] [8] [9] [17] [1] [2]Property replacement-cycle demand: [5] [6] [1]Competitive environment: [19] [4] [3]Labor and staffing friction: [9] [10] [7] [8] [2]Transportation, routing, and parking: [13] [14] [15] [16] [4] [3] [2]Real estate and site feasibility: [18] [7] [11] [5] [1]Sales and customer acquisition: [19] [17] [7] [3]Referral ecosystem: [7] [8] [17] [4] [1]Territory quality: [11] [12] [15] [13] [4] [3]Regulatory and operating friction: [11] [12] [10] [17] [2] [3]
View the chart data as a table
| Concept | Target-market demand | Property replacement-cycle demand | Transportation, routing, and parking |
|---|---|---|---|
| #1 City Wide | +1.4 pts | — | -0.1 pts |
| #2 Jan-Pro International | +1.0 pts | — | -0.4 pts |
| #3 ActionCOACH | +0.2 pts | — | — |
| #4 HomeSmiles | +0.5 pts | — | -0.4 pts |
| #5 Rainbow International Restoration | +0.2 pts | +0.3 pts | -0.5 pts |
| #6 FASTSIGNS | +0.5 pts | — | -0.6 pts |
| #7 PuroClean | — | +0.3 pts | -0.4 pts |
| #8 Aire Serv | — | +0.4 pts | -0.6 pts |
| #9 ZOOM DRAIN | — | +0.4 pts | -0.6 pts |
| #10 Mister Sparky Electric | — | +0.3 pts | -0.5 pts |
| #11 Pillar To Post Home Inspectors | — | +0.2 pts | -0.4 pts |
| #12 Mr. Rooter | — | +0.4 pts | -0.6 pts |
| #13 Tiger Adjusters | — | — | -0.2 pts |
| #14 Workout Anytime | — | — | -0.3 pts |
Interpretation
How to interpret the result
City Wide, Jan-Pro International, ActionCOACH led because their operating requirements captured more of the local support from target-market demand while remaining less exposed to transportation, routing, and parking. The same city condition can help one operating model and constrain another, so score differences should be read through each concept's factor pattern rather than as a universal franchise-quality verdict. The ordering is most assumption-sensitive for Jan-Pro International, ActionCOACH, HomeSmiles; their ranks move more widely when individual factors are neutralized.
Local evidence assessed for modeling
Category comparisons
Best franchise categories we assessed in Springfield, Massachusetts
Category summaries are shown only when at least two concepts qualified. Two-concept comparisons are explicitly labeled as limited.
Limited two-concept comparison
70.0Best Restoration franchise opportunities we assessed in Springfield, Massachusetts
2 Restoration concepts qualified for comparison, with scores ranging from 69.9 to 70.0. Rainbow International Restoration ranked highest at 70.0. Property replacement-cycle demand added 0.3 points on average among the affected concepts. Transportation, routing, and parking reduced the exposed concepts by 0.4 points on average.
Interpret cautiously: A 0.1-point spread is too small to support a strong brand-level conclusion from city alignment alone.
- Concepts compared
- 2
- Score range
- 69.9–70.0
- Category average
- 70.0
Rainbow International Restoration70.0
PuroClean69.9
Metric registry
The 21 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
| Metric | Raw value | Period | Geography | Role in analysis | Source |
|---|---|---|---|---|---|
| Resident population estimate on July 1, 2025 | 154,702people | July 1, 2025 population estimate; 2020-2024 ACS characteristics; 2022 Economic Census sales and receipts | Springfield, Massachusetts | Context only | [4] |
| Population change from the April 2020 estimate base to July 2025 | -0.8percent | July 1, 2025 population estimate; 2020-2024 ACS characteristics; 2022 Economic Census sales and receipts | Springfield, Massachusetts | Context only | [4] |
| Estimated households in the 2020-2024 period | 57,772households | July 1, 2025 population estimate; 2020-2024 ACS characteristics; 2022 Economic Census sales and receipts | Springfield, Massachusetts | Context only | [4] |
| Median household income and poverty rate | median household income usd: 52,656; persons in poverty percent: 25.8mixed income and percent | July 1, 2025 population estimate; 2020-2024 ACS characteristics; 2022 Economic Census sales and receipts | Springfield, Massachusetts | Context only | [4] |
| Health care and social assistance receipts or revenue in 2022 | 4,157,072,000USD | July 1, 2025 population estimate; 2020-2024 ACS characteristics; 2022 Economic Census sales and receipts | Springfield, Massachusetts | Used in scoring | [4] |
| Springfield's housing stock was heavily weighted toward older structures in the 2016 ACS profile used by the city housing study | built before 1940 percent: 41; built since 1980 percent: 14percent of housing units | Primarily 2016 ACS 5-year data and municipal housing-condition records available through 2018 | Springfield, Massachusetts | Used in scoring | [5] [1] |
| The city housing study links the aged housing stock to elevated maintenance and repair needs and potential lead-paint exposure | aged stock with high maintenance repair and lead riskcategorical | Primarily 2016 ACS 5-year data and municipal housing-condition records available through 2018 | Springfield, Massachusetts | Used in scoring | [5] [1] |
| Springfield received a current lead-hazard reduction award targeted to existing housing and describes the city as high risk because of aged housing stock and conditions | hud grant usd: 5,123,276.05; state match up to usd: 700,000; approximate units targeted: 120; program end: 2030-04-01mixed program metrics | Grant award announced April 2026; program funding runs through April 1, 2030 | Springfield, Massachusetts | Used in scoring | [6] |
| Baystate Health is the city's largest employer with more than 8,000 local employees according to Springfield's FY2025 ACFR | local employees more than: 8,000; system employees approximate: 13,000employees | Fiscal year ended June 30, 2025 | Springfield, Massachusetts | Used in scoring | [7] [8] [2] [3] |
| Springfield's FY2025 ACFR identifies multiple large local institutional and corporate employers and characterizes Springfield as the regional employment center for Western Massachusetts | named entities: Baystate Health, MassMutual, Mercy Health System, MGM Springfield, Big Y, Peter Pan Bus Lines, CRRC Corporation, Merriam-Webster; industrial zoning share approx percent: 15mixed context metrics | Fiscal year ended June 30, 2025 | Springfield, Massachusetts | Context only | [7] |
| Springfield city and area labor-market conditions in June 2026 | springfield city unemployment rate percent: 6.7; springfield area unemployment rate percent: 5.1; united states unemployment rate percent: 4.4; springfield area total nonfarm jobs thousands: 210.9; education health services jobs thousands: 59.1; education health services yoy change percent: 2.2; all occupations mean hourly wage usd may 2025: 32.55mixed labor metrics | Labor force and employment through June 2026; occupational wages May 2025; county wages Q4 2025 | Springfield, MA area; Springfield city rate shown separately | Used in scoring | [9] |
| Massachusetts minimum wage is $15 per hour | 15USD per hour | Current law accessed August 2026; $15.00 rate effective January 1, 2023 | Massachusetts | Context only | [10] |
| Mapped Neighborhood Commercial Design Overlay Districts impose additional review on signs and street-facing exterior changes and site-layout requirements on corner properties | signs and street facing exterior changes: Tier 1 Administrative Site Plan Review; corner primary structure max front lot line distance feet: 10; corner requirement distance from corner feet: 30; minimum one street facing wall length feet: 40; highest street elevation point max distance from corner feet: 25; off street parking excluded within corner distance feet: 40mixed zoning controls | Zoning ordinance version dated April 29, 2025 | Neighborhood Commercial Design Overlay Districts, Springfield | Conditional relationship | [11] [2] [3] |
| Springfield's Floodplain Overlay District incorporates FEMA Zone A and AE special flood hazard areas using the June 7, 2023 Hampden County FIRM and 1-percent-annual-chance base flood elevations | fema zones: A, AE; firm date: 2023-06-07; base flood probability annual percent: 1mapped hazard definition | Zoning ordinance version dated April 29, 2025 | Floodplain Overlay District, Springfield | Conditional relationship | [11] [2] |
| Local historic-district guidelines require review of visible exterior changes and approval for signs larger than one square foot | visible exterior changes require review: yes; sign size review threshold sqft: 1historic review controls | Current published guidance accessed August 2026 | Springfield local historic districts | Conditional relationship | [12] [3] |
| During an announced severe-weather parking ban, Springfield restricts parking by street side and time window | even side no parking: 19:00-07:00; odd side no parking: 09:00-16:00; effective condition: announced severe-weather parking bantime restriction | Current severe-weather parking rules accessed August 2026 | Springfield public streets during announced severe-weather parking bans | Used in scoring | [13] [3] |
| Springfield activated the severe-weather parking restrictions citywide for the February 22, 2026 nor'easter and authorized ticketing and towing | effective start: 2026-02-22T19:00:00-05:00; ticketing and towing: yes; free public garage or lot parking available: yesevent status | February 22, 2026 severe-weather event | Springfield, Massachusetts | Used in scoring | [14] |
| The X reconstruction is a multi-stage Springfield arterial project with an estimated completion in summer 2030 | construction start basis: anticipated spring 2025; drainage: summer 2025 to summer 2026; water line: summer 2025 to summer 2027; electrical conduit: summer 2027 to summer 2028; roadway: summer 2028 to summer 2029; landscaping sidewalk site improvements: summer 2029 to project completion; estimated completion: summer 2030project timeline | Spring 2025 anticipated start through estimated summer 2030 completion | Sumner Avenue at Dickinson Street and Belmont Avenue — The X, Springfield | Conditional relationship | [15] |
| MassDOT's construction plan for The X anticipates lane closures, alternative routes and road closures while maintaining business access, with a construction bid of approximately $22.7 million | construction bid usd: 22,700,755; total board budget usd: 27,509,868.25; construction duration approx years: 6; construction management measures: lane closures, alternative routes, road closures, business access managementmixed project metrics | Contract award and planned approximately six-year construction program | The X project area, Springfield | Conditional relationship | [16] |
| A current Springfield industrial complex marketed by CBRE includes several service or light-industrial space options, but the listing does not establish market-wide small-bay availability | available blocks sqft: 5,112, 9,372, 17,850, 20,000, 30,660; service facility block sqft: 9,372; smallest block sqft: 5,112; outdoor storage described: yes; distance to i291 miles: 0.5; distance to mass pike miles: 2property listing metrics | Space marketed as available April 2026; listing accessed August 2026 | 163-203 Tremont Street / 1 Paramount Street complex, Springfield | Context only | [18] |
| Springfield solicited on-call building commissioning services in 2026 under a renewable municipal contract | estimated contract value usd: 250,000; initial term years: 1; optional renewal terms: 2; service: building commissioning servicesprocurement contract metrics | RFQ issued June 2026 for a one-year term with two optional one-year renewals | City of Springfield | Context only | [17] |
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
Measure the city
Collect reusable local metrics with source, period, geography, and confidence fields.
Profile each operating model
Map each franchise to controlled operating attributes and local sensitivities.
Apply scoreable effects
Score only effects whose applicability is established at the report’s current geographic and operating scope.
Preserve conditional effects
Keep location- or territory-dependent issues visible for diligence without automatically changing the score.
Test rank sensitivity
Remove one factor at a time from every concept and rerank using full-precision scores.
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 71.31 after target-market demand +1.4 pts and transportation, routing, and parking -0.1 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 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
- 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 claims or metrics it supports. Internal or supplied research is clearly distinguished from publicly accessible evidence.
- 1Supplied multi-city structural franchise operating research docket (I 102)Internal or supplied research; not publicly accessible.
Used for: Springfield's housing stock was heavily weighted toward older structures in the 2016 ACS profile used by the city housing study and The city housing study links the aged housing stock to elevated maintenance and repair needs and potential lead-paint exposure
- 2Forensic Audit of Structural Constraints and Latent Jurisdictional RisksInternal or supplied research; not publicly accessible.
Used for: Baystate Health is the city's largest employer with more than 8,000 local employees according to Springfield's FY2025 ACFR, Mapped Neighborhood Commercial Design Overlay Districts impose additional review on signs and street-facing exterior changes and site-layout requirements on corner properties, and Springfield's Floodplain Overlay District incorporates FEMA Zone A and AE special flood hazard areas using the June 7, 2023 Hampden County FIRM and 1-percent-annual-chance base flood elevations
- 3Franchise data - remake - aug(1).csvInternal or supplied research; not publicly accessible.
Used for: Baystate Health is the city's largest employer with more than 8,000 local employees according to Springfield's FY2025 ACFR, Mapped Neighborhood Commercial Design Overlay Districts impose additional review on signs and street-facing exterior changes and site-layout requirements on corner properties, Local historic-district guidelines require review of visible exterior changes and approval for signs larger than one square foot, and During an announced severe-weather parking ban, Springfield restricts parking by street side and time window
- 4QuickFacts: Springfield city, Massachusetts
Used for: Resident population estimate on July 1, 2025, Population change from the April 2020 estimate base to July 2025, Estimated households in the 2020-2024 period, Median household income and poverty rate, and Health care and social assistance receipts or revenue in 2022
- 5City of Springfield Housing Study
Used for: Springfield's housing stock was heavily weighted toward older structures in the 2016 ACS profile used by the city housing study and The city housing study links the aged housing stock to elevated maintenance and repair needs and potential lead-paint exposure
- 6Mayor Sarno and Chief Development Officer Sheehan Announce $5+ Million Lead Hazard Abatement Grant
Used for: Springfield received a current lead-hazard reduction award targeted to existing housing and describes the city as high risk because of aged housing stock and conditions
- 7City of Springfield, Massachusetts Annual Comprehensive Financial Report, Fiscal Year 2025
Used for: Baystate Health is the city's largest employer with more than 8,000 local employees according to Springfield's FY2025 ACFR and Springfield's FY2025 ACFR identifies multiple large local institutional and corporate employers and characterizes Springfield as the regional employment center for Western Massachusetts
- 8Baystate Health Leadership and System Overview
Used for: Baystate Health is the city's largest employer with more than 8,000 local employees according to Springfield's FY2025 ACFR
- 9Springfield, MA, Area Economic Summary
Used for: Springfield city and area labor-market conditions in June 2026
- 10Minimum Wage Program
Used for: Massachusetts minimum wage is $15 per hour
- 11Article 8 Overlay Districts
Used for: Mapped Neighborhood Commercial Design Overlay Districts impose additional review on signs and street-facing exterior changes and site-layout requirements on corner properties and Springfield's Floodplain Overlay District incorporates FEMA Zone A and AE special flood hazard areas using the June 7, 2023 Hampden County FIRM and 1-percent-annual-chance base flood elevations
- 12Springfield Historical Commission Standard Guidelines for Local Historic Districts
Used for: Local historic-district guidelines require review of visible exterior changes and approval for signs larger than one square foot
- 13Parking Bans — Severe Weather Emergency Regulations
Used for: During an announced severe-weather parking ban, Springfield restricts parking by street side and time window
- 14City of Springfield Parking Ban Notice — Beginning February 22, 2026
Used for: Springfield activated the severe-weather parking restrictions citywide for the February 22, 2026 nor'easter and authorized ticketing and towing
- 15Project schedule — The X — Springfield
Used for: The X reconstruction is a multi-stage Springfield arterial project with an estimated completion in summer 2030
- 16Springfield — Reconstruction of Sumner Avenue at Dickinson Street and Belmont Avenue (The X), MassDOT Board presentation
Used for: MassDOT's construction plan for The X anticipates lane closures, alternative routes and road closures while maintaining business access, with a construction bid of approximately $22.7 million
- 17RFQ 27-002 — On-Call Building Commissioning Services
Used for: Springfield solicited on-call building commissioning services in 2026 under a renewable municipal contract
- 18163-203 Tremont Street, Springfield, MA — Industrial for Lease
Used for: A current Springfield industrial complex marketed by CBRE includes several service or light-industrial space options, but the listing does not establish market-wide small-bay availability
- 19
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The city score does not include your experience, capital structure, time commitment, financing, or exact territory.
Disclaimer and broker disclosure: This analysis is informational and does not constitute financial, legal, accounting, or investment advice. Market-alignment scores do not predict financial performance or business success. Offers are made only through the delivery of a Franchise Disclosure Document. We may receive referral compensation from participating franchisors; compensation is not an input to the scoring model.