Local operating-model alignment analysis

Best Franchise Opportunities We Assessed in Manhattan, New York

We ranked 14 franchise concepts for Manhattan, New York using local demand, labor, transportation, real estate, regulation, and source-backed evidence.

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
25Sources used
19Primary sources
32Local 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

67.0 average across 2 concepts

Largest positive factorTarget-market demand

1.5 points average among 10 affected concepts

Largest negative factorLabor and staffing friction

1.6 points average reduction among 14 affected concepts

Most assumption-sensitive rankMister Sparky Electric

Tested rank range spans 6 positions

Executive conclusion

What the ranking means for Manhattan, New York

Our Manhattan, New York analysis favored concepts whose operating requirements matched the city’s strongest service-demand conditions without depending too heavily on inexpensive labor, easy routing, or low-cost commercial space. City Wide, ActionCOACH, and FASTSIGNS produced the three highest modeled alignment scores in the evaluated set. Target-market demand was the strongest positive factor: it materially affected 10 concepts and added 1.5 points on average among them. Labor and staffing friction was the broadest negative pressure, reducing the 14 exposed concepts by 1.6 points on average. The result is not that the highest-ranked brand is universally better. It means that, under the documented city assumptions and the operating profiles available to us, its local advantages outweighed its modeled constraints more effectively. Territory boundaries, candidate capabilities, capital structure, franchise economics, current FDD disclosures, and local franchisee validation remain outside this ranking and can materially change the decision.

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 management
73.8Tier 2 · Favorable modeled alignment
+3.1 ptsTarget-market demand-0.4 ptsLabor and staffing frictionModerate evidence confidence
2ActionCOACHBusiness coaching
73.3Tier 2 · Favorable modeled alignment
+2.5 ptsTarget-market demand-0.1 ptsTransportation, routing, and parkingModerate evidence confidence
3FASTSIGNSSigns and graphics
71.6Tier 3 · Mixed modeled alignment
+2.8 ptsTarget-market demand-0.9 ptsTransportation, routing, and parkingModerate evidence confidence
4HomeSmilesProperty maintenance services
70.3Tier 3 · Mixed modeled alignment
+1.6 ptsTarget-market demand-1.6 ptsLabor and staffing frictionModerate evidence confidence
5Jan-Pro InternationalCommercial cleaning
70.3Tier 3 · Mixed modeled alignment
+2.7 ptsTarget-market demand-1.9 ptsLabor and staffing frictionModerate evidence confidence
6Tiger AdjustersPublic insurance adjusting
69.7Tier 3 · Mixed modeled alignment
+0.6 ptsReferral ecosystem-0.7 ptsLabor and staffing frictionModerate evidence confidence
7Pillar To Post Home InspectorsHome inspection
69.4Tier 3 · Mixed modeled alignment
+0.7 ptsReferral ecosystem-1.2 ptsTransportation, routing, and parkingModerate evidence confidence
8Workout AnytimeFitness
68.7Tier 3 · Mixed modeled alignment
No material positive local adjustment-1.0 ptsLabor and staffing frictionModerate evidence confidence
9Rainbow International RestorationRestoration
67.1Tier 3 · Mixed modeled alignment
+0.8 ptsReferral ecosystem-2.2 ptsLabor and staffing frictionModerate evidence confidence
10Mister Sparky ElectricElectrical
67.0Tier 3 · Mixed modeled alignment
+1.4 ptsProperty replacement-cycle demand-2.8 ptsLabor and staffing frictionModerate evidence confidence

View all 14 score calculations

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 · +3.1 pts1#2 ActionCOACH · Target-market demand · +2.5 pts2#3 FASTSIGNS · Target-market demand · +2.8 pts3#4 HomeSmiles · Target-market demand · +1.6 pts4#5 Jan-Pro International · Target-market demand · +2.7 pts5#6 Tiger Adjusters · Target-market demand · +0.4 pts6#7 Pillar To Post Home Inspectors · Target-market demand · +0.2 pts7#12 Aire Serv · Target-market demand · +0.5 pts12#13 ZOOM DRAIN · Target-market demand · +0.6 pts13#14 Mr. Rooter · Target-market demand · +0.4 pts14
Property replacement-cycle demand
#7 Pillar To Post Home Inspectors · Property replacement-cycle demand · +0.2 pts7#9 Rainbow International Restoration · Property replacement-cycle demand · +0.3 pts9#10 Mister Sparky Electric · Property replacement-cycle demand · +1.4 pts10#11 PuroClean · Property replacement-cycle demand · +0.4 pts11#12 Aire Serv · Property replacement-cycle demand · +1.3 pts12#13 ZOOM DRAIN · Property replacement-cycle demand · +0.5 pts13#14 Mr. Rooter · Property replacement-cycle demand · +0.5 pts14
Labor and staffing friction
#1 City Wide · Labor and staffing friction · -0.4 pts1#2 ActionCOACH · Labor and staffing friction · -0.1 pts2#3 FASTSIGNS · Labor and staffing friction · -0.9 pts3#4 HomeSmiles · Labor and staffing friction · -1.6 pts4#5 Jan-Pro International · Labor and staffing friction · -1.9 pts5#6 Tiger Adjusters · Labor and staffing friction · -0.7 pts6#7 Pillar To Post Home Inspectors · Labor and staffing friction · -0.5 pts7#8 Workout Anytime · Labor and staffing friction · -1.0 pts8#9 Rainbow International Restoration · Labor and staffing friction · -2.2 pts9#10 Mister Sparky Electric · Labor and staffing friction · -2.8 pts10#11 PuroClean · Labor and staffing friction · -2.2 pts11#12 Aire Serv · Labor and staffing friction · -2.9 pts12#13 ZOOM DRAIN · Labor and staffing friction · -2.5 pts13#14 Mr. Rooter · Labor and staffing friction · -2.6 pts14
Transportation, routing, and parking
#1 City Wide · Transportation, routing, and parking · -0.1 pts1#2 ActionCOACH · Transportation, routing, and parking · -0.1 pts2#3 FASTSIGNS · Transportation, routing, and parking · -0.9 pts3#4 HomeSmiles · Transportation, routing, and parking · -0.7 pts4#5 Jan-Pro International · Transportation, routing, and parking · -0.9 pts5#6 Tiger Adjusters · Transportation, routing, and parking · -0.6 pts6#7 Pillar To Post Home Inspectors · Transportation, routing, and parking · -1.2 pts7#8 Workout Anytime · Transportation, routing, and parking · -0.2 pts8#9 Rainbow International Restoration · Transportation, routing, and parking · -1.9 pts9#10 Mister Sparky Electric · Transportation, routing, and parking · -1.8 pts10#11 PuroClean · Transportation, routing, and parking · -2.2 pts11#12 Aire Serv · Transportation, routing, and parking · -2.1 pts12#13 ZOOM DRAIN · Transportation, routing, and parking · -2.7 pts13#14 Mr. Rooter · Transportation, routing, and parking · -2.4 pts14
Referral ecosystem
#1 City Wide · Referral ecosystem · +1.2 pts1#2 ActionCOACH · Referral ecosystem · +1.0 pts2#3 FASTSIGNS · Referral ecosystem · +0.5 pts3#4 HomeSmiles · Referral ecosystem · +0.9 pts4#5 Jan-Pro International · Referral ecosystem · +0.3 pts5#6 Tiger Adjusters · Referral ecosystem · +0.6 pts6#7 Pillar To Post Home Inspectors · Referral ecosystem · +0.7 pts7#9 Rainbow International Restoration · Referral ecosystem · +0.8 pts9#10 Mister Sparky Electric · Referral ecosystem · +0.2 pts10#11 PuroClean · Referral ecosystem · +0.9 pts11#13 ZOOM DRAIN · Referral ecosystem · +0.7 pts13#14 Mr. Rooter · Referral ecosystem · +0.3 pts14
Primary source records by factorTarget-market demand: [5] [6] [8] [7] [9] [2]Property replacement-cycle demand: [5] [6] [16] [17] [18] [2]Competitive environment: [5] [24] [7] [9] [4]Labor and staffing friction: [11] [10] [5] [16] [18] [3]Transportation, routing, and parking: [12] [13] [14] [15] [2] [4]Real estate and site feasibility: [9] [7] [21] [25] [13] [19] [20] [2]Sales and customer acquisition: [5] [24] [22] [23] [9] [4]Referral ecosystem: [5] [22] [23] [2]Territory quality: [5] [7] [8] [9] [15] [21] [4]Regulatory and operating friction: [18] [16] [19] [20] [21] [3] [4]
View the chart data as a table
ConceptTarget-market demandProperty replacement-cycle demandLabor and staffing frictionTransportation, routing, and parkingReferral ecosystem
#1 City Wide+3.1 pts-0.4 pts-0.1 pts+1.2 pts
#2 ActionCOACH+2.5 pts-0.1 pts-0.1 pts+1.0 pts
#3 FASTSIGNS+2.8 pts-0.9 pts-0.9 pts+0.5 pts
#4 HomeSmiles+1.6 pts-1.6 pts-0.7 pts+0.9 pts
#5 Jan-Pro International+2.7 pts-1.9 pts-0.9 pts+0.3 pts
#6 Tiger Adjusters+0.4 pts-0.7 pts-0.6 pts+0.6 pts
#7 Pillar To Post Home Inspectors+0.2 pts+0.2 pts-0.5 pts-1.2 pts+0.7 pts
#8 Workout Anytime-1.0 pts-0.2 pts
#9 Rainbow International Restoration+0.3 pts-2.2 pts-1.9 pts+0.8 pts
#10 Mister Sparky Electric+1.4 pts-2.8 pts-1.8 pts+0.2 pts
#11 PuroClean+0.4 pts-2.2 pts-2.2 pts+0.9 pts
#12 Aire Serv+0.5 pts+1.3 pts-2.9 pts-2.1 pts
#13 ZOOM DRAIN+0.6 pts+0.5 pts-2.5 pts-2.7 pts+0.7 pts
#14 Mr. Rooter+0.4 pts+0.5 pts-2.6 pts-2.4 pts+0.3 pts

Rank stability

Which positions depend most on individual assumptions?

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

#1 City WideStable · tested #1–#2
#2 ActionCOACHStable · tested #1–#2
#3 FASTSIGNSModerately sensitive · tested #3–#5
#4 HomeSmilesModerately sensitive · tested #4–#7
#5 Jan-Pro InternationalHighly sensitive · tested #4–#8
#6 Tiger AdjustersHighly sensitive · tested #3–#7
#7 Pillar To Post Home InspectorsHighly sensitive · tested #4–#8
#8 Workout AnytimeHighly sensitive · tested #6–#10
#9 Rainbow International RestorationModerately sensitive · tested #9–#11
#10 Mister Sparky ElectricHighly sensitive · tested #7–#13
#11 PuroCleanModerately sensitive · tested #9–#12
#12 Aire ServHighly sensitive · tested #10–#14
#13 ZOOM DRAINHighly sensitive · tested #8–#14
#14 Mr. RooterModerately 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.

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+3.1
Property replacement-cycle demandNot applicable to this operating model
Competitive environmentNot included in the score
Labor and staffing friction-0.4
Transportation, routing, and parking-0.1
Real estate and site feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+1.2
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score73.79
Published local-market alignment73.8

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.

Interpretation

How to interpret the result

City Wide, ActionCOACH, FASTSIGNS led because their operating requirements captured more of the local support from target-market demand while remaining less exposed to labor and staffing friction. 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, Tiger Adjusters, Pillar To Post Home Inspectors; their ranks move more widely when individual factors are neutralized.

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.

Operating environment56Positive local support

Target-market demand

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

We applied a measurable adjustment to 10 of 14 concepts. When we neutralized the factor and recalculated the table, 8 concepts changed position. Tiger Adjusters moved from #6 to #3, the largest movement among concepts directly affected by this factor.

Concepts adjusted10 of 14
Average among affected+1.5 pts
Average across all concepts+1.1 pts
Concepts changing rank8

Concepts helped most

City WideFacility management
+3.1 pts
FASTSIGNSSigns and graphics
+2.8 pts
Jan-Pro InternationalCommercial cleaning
+2.7 pts
ActionCOACHBusiness coaching
+2.5 pts
HomeSmilesProperty maintenance services
+1.6 pts
Measured but not differentiating in this concept set
  • Competitive environmentNo material score adjustment
  • Real estate and site feasibilityNo material score adjustment
  • Sales and customer acquisitionNo material score adjustment
  • Territory qualityNo material score adjustment
  • Regulatory and operating frictionNo material score adjustment

Category comparisons

Best franchise categories we assessed in Manhattan, New York

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 Manhattan, New York

67.0

2 Restoration concepts qualified for comparison, with scores ranging from 66.9 to 67.1. Rainbow International Restoration ranked highest at 67.1. Referral ecosystem added 0.8 points on average among the affected concepts. Labor and staffing friction reduced the exposed concepts by 2.2 points on average.

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
66.9–67.1
Category average
67.0
Rainbow International Restoration67.1
PuroClean66.9

Compare all assessed concepts

Explore the complete score calculations

14 concepts shown. Expand a concept to see how each factor was treated and the single next check most capable of changing the result.

#1Tier 2 · Favorable modeled alignment73.8

City Wide

Facility management · B2B facility management and vendor coordination

Increase +3.1 pts Target-market demandReduction -0.4 pts Labor and staffing friction

Rank sensitivity: Stable

How we scored this concept

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+3.1
Property replacement-cycle demandNot applicable to this operating model
Competitive environmentNot included in the score
Labor and staffing friction-0.4
Transportation, routing, and parking-0.1
Real estate and site feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+1.2
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score73.79
Published local-market alignment73.8

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
Strong
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Adequate
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Target-market demand +3.1 pts
Tested rank range
#1–#2

Most important next check

How many qualified facility and property-management accounts must be reachable for City Wide to support its local contract pipeline?

#2Tier 2 · Favorable modeled alignment73.3

ActionCOACH

Business coaching · home-based B2B advisory

Increase +2.5 pts Target-market demandReduction -0.1 pts Transportation, routing, and parking

Rank sensitivity: Stable

How we scored this concept

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+2.5
Property replacement-cycle demandNot applicable to this operating model
Competitive environmentNot included in the score
Labor and staffing friction-0.1
Transportation, routing, and parking-0.1
Real estate and site feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+1.0
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score73.35
Published local-market alignment73.3

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
Strong
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Adequate
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Target-market demand +2.5 pts
Tested rank range
#1–#2

Most important next check

Which business-owner segments are expected to produce the most repeatable coaching demand for ActionCOACH?

#3Tier 3 · Mixed modeled alignment71.6

FASTSIGNS

Signs and graphics · B2B production and installation center

Increase +2.8 pts Target-market demandReduction -0.9 pts Transportation, routing, and parking

Rank sensitivity: Moderately sensitive

How we scored this concept

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 friction-0.9
Transportation, routing, and parking-0.9
Real estate and site feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+0.5
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score71.59
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
Adequate
Factor Research Coverage
Strong
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Adequate
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Target-market demand +2.8 pts
Tested rank range
#3–#5

Most important next check

Which local customer verticals are expected to generate repeat signage and graphics work for FASTSIGNS?

#4Tier 3 · Mixed modeled alignment70.3

HomeSmiles

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

Increase +1.6 pts Target-market demandReduction -1.6 pts Labor and staffing friction

Rank sensitivity: Moderately sensitive

How we scored this concept

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 friction-1.6
Transportation, routing, and parking-0.7
Real estate and site feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+0.9
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score70.32
Published local-market alignment70.3

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
Strong
Franchise-profile completeness
Adequate
Source-evidence confidence
Strong
Geographic applicability
Adequate
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Target-market demand +1.6 pts
Tested rank range
#4–#7

Most important next check

How many qualified facility and property-management accounts must be reachable for HomeSmiles to support its local contract pipeline?

#5Tier 3 · Mixed modeled alignment70.3

Jan-Pro International

Commercial cleaning · recurring commercial route service

Increase +2.7 pts Target-market demandReduction -1.9 pts Labor and staffing friction

Rank sensitivity: Highly sensitive

How we scored this concept

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+2.7
Property replacement-cycle demandNot applicable to this operating model
Competitive environmentNot included in the score
Labor and staffing friction-1.9
Transportation, routing, and parking-0.9
Real estate and site feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+0.3
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score70.28
Published local-market alignment70.3

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
Strong
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Adequate
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Target-market demand +2.7 pts
Tested rank range
#4–#8

Most important next check

What concentration of recurring commercial accounts is required for Jan-Pro International to build an efficient local book of business?

#6Tier 3 · Mixed modeled alignment69.7

Tiger Adjusters

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

Increase +0.6 pts Referral ecosystemReduction -0.7 pts Labor and staffing friction

Rank sensitivity: Highly sensitive

How we scored this concept

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 demandNot applicable to this operating model
Competitive environmentNot included in the score
Labor and staffing friction-0.7
Transportation, routing, and parking-0.6
Real estate and site feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+0.6
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score69.71
Published local-market alignment69.7

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
Strong
Franchise-profile completeness
Adequate
Source-evidence confidence
Strong
Geographic applicability
Adequate
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Labor and staffing friction -0.7 pts
Tested rank range
#3–#7

Most important next check

What daily vehicle utilization and travel-time allowance are built into Tiger Adjusters's operating plan?

#7Tier 3 · Mixed modeled alignment69.4

Pillar To Post Home Inspectors

Home inspection · mobile property inspection service

Increase +0.7 pts Referral ecosystemReduction -1.2 pts Transportation, routing, and parking

Rank sensitivity: Highly sensitive

How we scored this concept

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+0.2
Competitive environmentNot included in the score
Labor and staffing friction-0.5
Transportation, routing, and parking-1.2
Real estate and site feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+0.7
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score69.39
Published local-market alignment69.4

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

Evidence confidence

City Modifier Evidence
Adequate
Factor Research Coverage
Strong
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Adequate
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Transportation, routing, and parking -1.2 pts
Tested rank range
#4–#8

Most important next check

What service radius and drive-time ceiling has Pillar To Post Home Inspectors validated for the proposed territory?

#8Tier 3 · Mixed modeled alignment68.7

Workout Anytime

Fitness · fixed-location membership fitness

No material positive local adjustment identifiedReduction -1.0 pts Labor and staffing friction

Rank sensitivity: Highly sensitive

How we scored this concept

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 friction-1.0
Transportation, routing, and parking-0.2
Real estate and site feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystemNot applicable to this operating model
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score68.74
Published local-market alignment68.7

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
Strong
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Adequate
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Labor and staffing friction -1.0 pts
Tested rank range
#6–#10

Most important next check

What site size, occupancy-cost ceiling, parking supply, and buildout budget must a Workout Anytime location satisfy?

#9Tier 3 · Mixed modeled alignment67.1

Rainbow International Restoration

Restoration · emergency property restoration

Increase +0.8 pts Referral ecosystemReduction -2.2 pts Labor and staffing friction

Rank sensitivity: Moderately sensitive

How we scored this concept

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+0.3
Competitive environmentNot included in the score
Labor and staffing friction-2.2
Transportation, routing, and parking-1.9
Real estate and site feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+0.8
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score67.11
Published local-market alignment67.1

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
Strong
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Adequate
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Labor and staffing friction -2.2 pts
Tested rank range
#9–#11

Most important next check

Which ZIP codes can Rainbow International Restoration serve within its target emergency-response time under normal and peak traffic conditions?

#10Tier 3 · Mixed modeled alignment67.0

Mister Sparky Electric

Electrical · skilled-trade home service

Increase +1.4 pts Property replacement-cycle demandReduction -2.8 pts Labor and staffing friction

Rank sensitivity: Highly sensitive

How we scored this concept

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+1.4
Competitive environmentNot included in the score
Labor and staffing friction-2.8
Transportation, routing, and parking-1.8
Real estate and site feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+0.2
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score67.04
Published local-market alignment67.0

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
Strong
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Adequate
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Labor and staffing friction -2.8 pts
Tested rank range
#7–#13

Most important next check

Which licensed roles must Mister Sparky Electric hire or contract locally, and what recruiting timeline is built into the opening plan?

#11Tier 3 · Mixed modeled alignment66.9

PuroClean

Restoration · emergency property restoration

Increase +0.9 pts Referral ecosystemReduction -2.2 pts Labor and staffing friction

Rank sensitivity: Moderately sensitive

How we scored this concept

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+0.4
Competitive environmentNot included in the score
Labor and staffing friction-2.2
Transportation, routing, and parking-2.2
Real estate and site feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+0.8
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score66.89
Published local-market alignment66.9

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
Strong
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Adequate
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Labor and staffing friction -2.2 pts
Tested rank range
#9–#12

Most important next check

What dispatch zones and maximum drive-time assumptions does PuroClean use for urgent service calls?

#12Tier 3 · Mixed modeled alignment66.7

Aire Serv

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

Increase +1.3 pts Property replacement-cycle demandReduction -2.9 pts Labor and staffing friction

Rank sensitivity: Highly sensitive

How we scored this concept

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+0.5
Property replacement-cycle demand+1.3
Competitive environmentNot included in the score
Labor and staffing friction-2.9
Transportation, routing, and parking-2.1
Real estate and site feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystemNot applicable to this operating model
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score66.72
Published local-market alignment66.7

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
Strong
Franchise-profile completeness
Adequate
Source-evidence confidence
Strong
Geographic applicability
Adequate
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Labor and staffing friction -2.9 pts
Tested rank range
#10–#14

Most important next check

Which HVAC technician specialties must Aire Serv staff first, and what recruiting and training runway is built into the opening plan?

#13Tier 3 · Mixed modeled alignment66.5

ZOOM DRAIN

Drain and sewer service · emergency skilled-trade route service

Increase +0.7 pts Referral ecosystemReduction -2.7 pts Transportation, routing, and parking

Rank sensitivity: Highly sensitive

How we scored this concept

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+0.6
Property replacement-cycle demand+0.5
Competitive environmentNot included in the score
Labor and staffing friction-2.5
Transportation, routing, and parking-2.7
Real estate and site feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+0.7
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score66.48
Published local-market alignment66.5

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

Evidence confidence

City Modifier Evidence
Adequate
Factor Research Coverage
Strong
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Adequate
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Transportation, routing, and parking -2.7 pts
Tested rank range
#8–#14

Most important next check

Where must ZOOM DRAIN stage crews and vehicles to protect after-hours response times across the proposed territory?

#14Tier 3 · Mixed modeled alignment66.1

Mr. Rooter

Plumbing · scheduled and emergency skilled-trade service

Increase +0.5 pts Property replacement-cycle demandReduction -2.6 pts Labor and staffing friction

Rank sensitivity: Moderately sensitive

How we scored this concept

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+0.5
Competitive environmentNot included in the score
Labor and staffing friction-2.6
Transportation, routing, and parking-2.4
Real estate and site feasibilityDepends on the specific site, territory, or operating condition
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+0.3
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score66.14
Published local-market alignment66.1

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
Strong
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Adequate
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Labor and staffing friction -2.6 pts
Tested rank range
#12–#14

Most important next check

How many field vehicles must Mr. Rooter deploy, and where would they begin and end each service day?

Metric registry

The 32 local metrics behind this analysis

The registry exposes the raw value, period, geography, factor mapping, and source for every public metric used in the city research.

View all local metrics
MetricRaw valuePeriodGeographyHow usedSource
Resident population estimate on July 1, 20251,664,862peopleJuly 1, 2025 population and housing estimates; 2020-2024 ACS characteristics; 2023 business statistics; 2025 permitsManhattan (New York County), New YorkEvidence for Target-market demand, Territory quality [5]
Population change from the April 2020 estimate base to July 2025-1.8percentJuly 1, 2025 population and housing estimates; 2020-2024 ACS characteristics; 2023 business statistics; 2025 permitsManhattan (New York County), New YorkEvidence for Target-market demand [5]
Resident population density in 202074,781.6people per square mileJuly 1, 2025 population and housing estimates; 2020-2024 ACS characteristics; 2023 business statistics; 2025 permitsManhattan (New York County), New YorkEvidence for Target-market demand, Territory quality [5]
Estimated housing units on July 1, 2025938,554housing unitsJuly 1, 2025 population and housing estimates; 2020-2024 ACS characteristics; 2023 business statistics; 2025 permitsManhattan (New York County), New YorkEvidence for Target-market demand, Property replacement-cycle demand, Territory quality [5]
Estimated households during 2020-2024778,281householdsJuly 1, 2025 population and housing estimates; 2020-2024 ACS characteristics; 2023 business statistics; 2025 permitsManhattan (New York County), New YorkEvidence for Target-market demand [5]
Owner-occupied housing-unit rate during 2020-202425.1percentJuly 1, 2025 population and housing estimates; 2020-2024 ACS characteristics; 2023 business statistics; 2025 permitsManhattan (New York County), New YorkEvidence for Target-market demand, Territory quality [5]
Housing units authorized by building permits in 20252,984housing units authorizedJuly 1, 2025 population and housing estimates; 2020-2024 ACS characteristics; 2023 business statistics; 2025 permitsManhattan (New York County), New YorkEvidence for Target-market demand, Property replacement-cycle demand [5]
Units built in buildings with four or more units from 2010 through 202572,177housing unitsHousing and development series through 2025Manhattan (New York County), New YorkEvidence for Target-market demand, Property replacement-cycle demand [6]
Median gross rent during 2020-20242,197usd per monthJuly 1, 2025 population and housing estimates; 2020-2024 ACS characteristics; 2023 business statistics; 2025 permitsManhattan (New York County), New YorkEvidence for Target-market demand, Labor and staffing friction [5]
Median value of owner-occupied housing units during 2020-20241,090,500usdJuly 1, 2025 population and housing estimates; 2020-2024 ACS characteristics; 2023 business statistics; 2025 permitsManhattan (New York County), New YorkEvidence for Target-market demand, Labor and staffing friction [5]
Median household income in 2024 dollars during 2020-2024103,931usd per yearJuly 1, 2025 population and housing estimates; 2020-2024 ACS characteristics; 2023 business statistics; 2025 permitsManhattan (New York County), New YorkEvidence for Target-market demand, Labor and staffing friction [5]
Adults age 25 or older with a bachelor's degree or higher during 2020-202464.2percentJuly 1, 2025 population and housing estimates; 2020-2024 ACS characteristics; 2023 business statistics; 2025 permitsManhattan (New York County), New YorkEvidence for Target-market demand, Referral ecosystem, Labor and staffing friction [5]
Employer establishments in 202393,904establishmentsJuly 1, 2025 population and housing estimates; 2020-2024 ACS characteristics; 2023 business statistics; 2025 permitsManhattan (New York County), New YorkEvidence for Target-market demand, Referral ecosystem, Sales and customer acquisition [5]
Employment at employer establishments in 20232,322,720employeesJuly 1, 2025 population and housing estimates; 2020-2024 ACS characteristics; 2023 business statistics; 2025 permitsManhattan (New York County), New YorkEvidence for Target-market demand, Referral ecosystem, Labor and staffing friction [5]
Annual payroll at employer establishments in 2023339,413,027,000usdJuly 1, 2025 population and housing estimates; 2020-2024 ACS characteristics; 2023 business statistics; 2025 permitsManhattan (New York County), New YorkEvidence for Target-market demand, Referral ecosystem, Labor and staffing friction [5]
Nonemployer establishments in 2023227,099establishmentsJuly 1, 2025 population and housing estimates; 2020-2024 ACS characteristics; 2023 business statistics; 2025 permitsManhattan (New York County), New YorkEvidence for Target-market demand, Referral ecosystem, Sales and customer acquisition [5]
Adjusted Manhattan office visits relative to comparable pre-pandemic levels in June 2026-8.6percentEmployment through May 2026; office visits through June 2026Manhattan office marketEvidence for Target-market demand, Territory quality [8]
Observed Manhattan storefront vacancy rate as of April 15, 202612.9percent of storefrontsObserved storefront status through April 15, 2026Manhattan (New York County), New YorkEvidence for Target-market demand, Real estate and site feasibility, Territory quality [7]
Financial District–Battery Park City storefront vacancy rate21.1percent of storefrontsObserved storefront status through April 15, 2026Financial District–Battery Park City, ManhattanEvidence for Target-market demand, Real estate and site feasibility, Territory quality [7]
East Midtown–Turtle Bay storefront vacancy rate17.7percent of storefrontsObserved storefront status through April 15, 2026East Midtown–Turtle Bay, ManhattanEvidence for Target-market demand, Real estate and site feasibility, Territory quality [7]
Manhattan retail-corridor asking-rent and availability conditions in the first half of 2026corridors with asking rent increase: 8; corridors tracked: 16; prime corridor availability direction: tightening; areas with concentrated availability: Times Square, Herald Squarecorridor market summaryJanuary through June 2026Sixteen major Manhattan retail corridorsEvidence for Target-market demand, Real estate and site feasibility, Territory quality [9]
Basic minimum hourly wage effective January 1, 202617usd per hourMinimum wages effective January 1, 2026New York City, Long Island, and WestchesterEvidence for Labor and staffing friction [11]
Mean hourly wages for franchise-relevant frontline occupational groups in May 2025all occupations: 41.5; national all occupations: 33.54; food preparation and serving: 22.22; building and grounds cleaning and maintenance: 23.02; sales and related: 36.03; office and administrative support: 28.72usd per hourMay 2025New York-Newark-Jersey City metropolitan statistical areaEvidence for Labor and staffing friction [10]
Mean hourly wages for construction and installation-maintenance-repair occupational groups in May 2025construction and extraction: 39.49; installation maintenance and repair: 34.5usd per hourMay 2025New York-Newark-Jersey City metropolitan statistical areaEvidence for Labor and staffing friction, Property replacement-cycle demand [10]
Commercial trucks generally must use the designated truck-route network and use the most direct route for local destinations off the networkyesrule appliesCurrent rules accessed August 2026New York City truck-route network, including Manhattan zonesEvidence for Transportation, routing, and parking [12]
Commercial-vehicle parking is subject to special Manhattan rules, and the current overnight-parking pilot locations are in industrial areas outside Manhattanspecial manhattan rules: yes; overnight pilot in manhattan: norule summaryCurrent rules and overnight-parking pilots accessed August 2026Manhattan and New York City commercial-vehicle parking systemEvidence for Transportation, routing, and parking, Real estate and site feasibility [13] [14]
Peak and overnight Congestion Relief Zone tolls for small and large trucks in August 2026small truck peak: 14.4; small truck overnight: 3.6; large truck peak: 21.6; large truck overnight: 5.4usd per entry subject to schedule credits and exemptionsToll schedule active in August 2026Manhattan south of and including 60th Street, excluding specified roadways and connectionsEvidence for Transportation, routing, and parking, Territory quality [15]
Buildings higher than six stories require façade inspections and technical filings every five yearsminimum height condition: higher than 6 stories; inspection cycle years: 5; citywide structures in program approximate: 16,000rule and program universeCurrent requirements accessed August 2026New York City buildings higher than six storiesEvidence for Property replacement-cycle demand, Regulatory and operating friction, Labor and staffing friction [16] [17]
Local Law 97 building-size thresholds and emissions-limit timelinesingle building threshold sqft greater than: 25,000; multiple buildings same lot threshold sqft greater than: 50,000; initial limits begin: 2,024; stricter limits begin: 2,030; covered buildings list reference date: 2026-03regulatory thresholdsCompliance beginning in 2024; 2026 covered-building records as of March 2026Covered New York City buildings, including ManhattanEvidence for Property replacement-cycle demand, Regulatory and operating friction [18]
Commercial Rent Tax location and rent thresholdlocation: Manhattan south of the center line of 96th Street; annual or annualized gross rent minimum: 250,000; sliding credit upper bound: 300,000; exemptions apply: yesregulatory thresholdsCurrent rules accessed August 2026Manhattan south of the center line of 96th StreetEvidence for Real estate and site feasibility, Regulatory and operating friction [21]
Business-sign and storefront changes are governed by zoning and permit requirements, with additional approvals for designated landmarks and historic districtsyesrule applies when triggeredCurrent zoning and permit guidance accessed August 2026Manhattan properties subject to sign permits, special districts, landmark designation, or historic-district controlsEvidence for Regulatory and operating friction, Real estate and site feasibility [19] [20]
City procurement opportunities use PASSPort RFx workflows and may require accounts, invitations, roles, or prequalification; award selection can take weeks or monthspassport account required to submit: yes; prequalification may apply: yes; selection timing: several weeks or monthsprocess requirementsCurrent opportunity-search and account requirements accessed August 2026New York City agency procurement accessible to Manhattan-serving vendorsEvidence for Sales and customer acquisition, Referral ecosystem, Target-market demand [22] [23]

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.

Why every concept begins at 70.0

70.0 is a neutral display baseline shared by every concept. Local conditions can move a score by no more than 18.0 points in either direction under the current model. It 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 0.9.10-nonzero-markers-only · Analysis updated August 5, 2026

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 4, 2026Added conditional scoring gates, factor-status transparency, rank-sensitivity testing, metric registry output, and factor-impact visualization data.

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
    Franchise-to-City Operating-Fit Model TaxonomyInternal or supplied research; not publicly accessible.
    Publisher
    User File Library
    Data period
    Calibration model version 0.9.0-calibration
    Scope
    Model-wide
    Locator
    factors, operating_attribute_taxonomy, and city_modifier_taxonomy
    Source tier
    Tier 0 · controlling taxonomy
    Accessed
    August 4, 2026
  2. 2
    United States Structural Inefficiency and CRE Arbitrage AuditInternal or supplied research; not publicly accessible.
    Publisher
    Supplied research material
    Data period
    Research claims and citations contained in the supplied document
    Scope
    Manhattan section within a multi-city research docket
    Locator
    Manhattan, New York section, extracted paragraphs 37-45
    Source tier
    Tier 5 · supplied bespoke research
    Accessed
    August 4, 2026
  3. 3
    Jurisdictional Friction and Structural Capital Constraints: A Forensic Audit of Municipal Operating EnvironmentsInternal or supplied research; not publicly accessible.
    Publisher
    Supplied research material
    Data period
    Research claims and citations contained in the supplied document
    Scope
    Manhattan section within a multi-city research docket
    Locator
    Manhattan, New York section, wage, fee, insurance, infrastructure, zoning, and seasonality subsections
    Source tier
    Tier 5 · supplied bespoke research
    Accessed
    August 4, 2026
  4. 4
    Franchise Neighborhood Operating Evidence TableInternal or supplied research; not publicly accessible.
    Publisher
    Supplied research material
    Data period
    Undated supplied neighborhood research
    Scope
    Financial District, Midtown East, Upper West Side, and Greenwich Village rows labeled Manhattan
    Locator
    Rows where %city% equals Manhattan; mislabeled Williamsburg and Astoria rows excluded
    Source tier
    Tier 5 · supplied bespoke research
    Accessed
    August 4, 2026
  5. 5
    QuickFacts: New York County, New York

    Used for: Resident population estimate on July 1, 2025, Population change from the April 2020 estimate base to July 2025, Resident population density in 2020, Estimated housing units on July 1, 2025, and Estimated households during 2020-2024

    Publisher
    U.S. Census Bureau
    Published
    May 14, 2026
    Data period
    July 1, 2025 population and housing estimates; 2020-2024 ACS characteristics; 2023 business statistics; 2025 permits
    Scope
    New York County, coterminous with Manhattan borough
    Locator
    Population, housing, income, business, and geography tables
    Source tier
    Tier 1 · government
    Accessed
    August 4, 2026
  6. 6
    Manhattan Borough Profile

    Used for: Units built in buildings with four or more units from 2010 through 2025

    Publisher
    NYU Furman Center
    Published
    May 1, 2026
    Data period
    Housing and development series through 2025
    Scope
    Manhattan borough
    Locator
    Housing Market and Development tables
    Source tier
    Tier 2 · recognized institutional research
    Accessed
    August 4, 2026
  7. 7
    Who's Minding the Storefronts? An Analysis of Storefront Vacancies in New York City

    Used for: Observed Manhattan storefront vacancy rate as of April 15, 2026, Financial District–Battery Park City storefront vacancy rate, and East Midtown–Turtle Bay storefront vacancy rate

    Publisher
    Office of the New York City Comptroller
    Published
    June 4, 2026
    Data period
    Observed storefront status through April 15, 2026
    Scope
    New York City, Manhattan borough, and Manhattan neighborhoods
    Locator
    Executive Summary and borough and neighborhood vacancy findings
    Source tier
    Tier 1 · government
    Accessed
    August 4, 2026
  8. 8
    New York by the Numbers: Monthly Economic and Fiscal Outlook No. 115

    Used for: Adjusted Manhattan office visits relative to comparable pre-pandemic levels in June 2026

    Publisher
    Office of the New York City Comptroller
    Published
    July 15, 2026
    Data period
    Employment through May 2026; office visits through June 2026
    Scope
    New York City with Manhattan office-market findings
    Locator
    Office Market and Attendance section
    Source tier
    Tier 1 · government
    Accessed
    August 4, 2026
  9. 9
    Manhattan Retail Report — First Half 2026

    Used for: Manhattan retail-corridor asking-rent and availability conditions in the first half of 2026

    Publisher
    Real Estate Board of New York
    Published
    June 24, 2026
    Data period
    January through June 2026
    Scope
    Sixteen tracked Manhattan retail corridors
    Locator
    Big Picture, What Is Driving Activity, and What Is Ahead
    Source tier
    Tier 3 · credible industry
    Accessed
    August 4, 2026
  10. 10
    Occupational Employment and Wages in New York-Newark-Jersey City — May 2025

    Used for: Mean hourly wages for franchise-relevant frontline occupational groups in May 2025 and Mean hourly wages for construction and installation-maintenance-repair occupational groups in May 2025

    Publisher
    U.S. Bureau of Labor Statistics
    Published
    June 5, 2026
    Data period
    May 2025
    Scope
    New York-Newark-Jersey City metropolitan statistical area
    Locator
    Table A major occupational groups and technical note
    Source tier
    Tier 1 · government
    Accessed
    August 4, 2026
  11. 11
    Wages and Pay

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

    Publisher
    Office of the New York State Attorney General
    Data period
    Minimum wages effective January 1, 2026
    Scope
    New York City, Long Island, and Westchester wage area
    Locator
    Current minimum wage table
    Source tier
    Tier 1 · government
    Accessed
    August 4, 2026
  12. 12
    Truck Routing

    Used for: Commercial trucks generally must use the designated truck-route network and use the most direct route for local destinations off the network

    Publisher
    New York City Department of Transportation
    Data period
    Current rules accessed August 2026
    Scope
    New York City with Manhattan truck-route zones
    Locator
    Truck Route Network and Local and Through Routes
    Source tier
    Tier 1 · government
    Accessed
    August 4, 2026
  13. 13
    Parking a Truck or Commercial Vehicle

    Used for: Commercial-vehicle parking is subject to special Manhattan rules, and the current overnight-parking pilot locations are in industrial areas outside Manhattan

    Publisher
    New York City Department of Transportation
    Data period
    Current rules and overnight-parking pilots accessed August 2026
    Scope
    New York City with special Manhattan zones and outer-borough industrial-business-zone pilots
    Locator
    Commercial vehicle rules and overnight parking pilot
    Source tier
    Tier 1 · government
    Accessed
    August 4, 2026
  14. 14
    Loading Zones

    Used for: Commercial-vehicle parking is subject to special Manhattan rules, and the current overnight-parking pilot locations are in industrial areas outside Manhattan

    Publisher
    New York City Department of Transportation
    Data period
    Current loading-zone rules accessed August 2026
    Scope
    New York City curb network
    Locator
    Commercial, neighborhood, and metered loading-zone descriptions
    Source tier
    Tier 1 · government
    Accessed
    August 4, 2026
  15. 15
    Congestion Relief Zone Tolling

    Used for: Peak and overnight Congestion Relief Zone tolls for small and large trucks in August 2026

    Publisher
    Metropolitan Transportation Authority
    Data period
    Toll schedule active in August 2026
    Scope
    Manhattan south of and including 60th Street, subject to listed exclusions and credits
    Locator
    Zone geography, time periods, vehicle classes, tolls, credits, and exemptions
    Source tier
    Tier 1 · government
    Accessed
    August 4, 2026
  16. 16
    Façade Compliance

    Used for: Buildings higher than six stories require façade inspections and technical filings every five years

    Publisher
    New York City Department of Buildings
    Data period
    Current requirements accessed August 2026
    Scope
    New York City buildings higher than six stories
    Locator
    Inspection cycle and Qualified Exterior Wall Inspector requirements
    Source tier
    Tier 1 · government
    Accessed
    August 4, 2026
  17. 17
    FISP Statistics

    Used for: Buildings higher than six stories require façade inspections and technical filings every five years

    Publisher
    New York City Department of Buildings
    Data period
    Current program background accessed August 2026
    Scope
    New York City buildings greater than six stories
    Locator
    Program background and classification definitions
    Source tier
    Tier 1 · government
    Accessed
    August 4, 2026
  18. 18
    LL97 Greenhouse Gas Emissions Reduction

    Used for: Local Law 97 building-size thresholds and emissions-limit timeline

    Publisher
    New York City Department of Buildings
    Data period
    Compliance beginning in 2024; 2026 covered-building records as of March 2026
    Scope
    Covered buildings in New York City, including Manhattan
    Locator
    Covered Buildings, 2026 Covered Buildings List, Requirements, and professional-attestation sections
    Source tier
    Tier 1 · government
    Accessed
    August 4, 2026
  19. 19
    Installing a Business Sign: A Step-by-Step Guide

    Used for: Business-sign and storefront changes are governed by zoning and permit requirements, with additional approvals for designated landmarks and historic districts

    Publisher
    New York City Department of Buildings
    Data period
    Current zoning and permit guidance accessed August 2026
    Scope
    New York City with zoning-, special-district-, and historic-district variation
    Locator
    Steps 1-5 and sign-size and permit tables
    Source tier
    Tier 1 · government
    Accessed
    August 4, 2026
  20. 20
    Storefronts

    Used for: Business-sign and storefront changes are governed by zoning and permit requirements, with additional approvals for designated landmarks and historic districts

    Publisher
    New York City Landmarks Preservation Commission
    Data period
    Current permit process accessed August 2026
    Scope
    Designated landmark buildings and historic districts in New York City, including Manhattan
    Locator
    Storefront regulation, permit triggers, and application process
    Source tier
    Tier 1 · government
    Accessed
    August 4, 2026
  21. 21
    Commercial Rent Tax

    Used for: Commercial Rent Tax location and rent threshold

    Publisher
    New York City Department of Finance
    Data period
    Current rules accessed August 2026
    Scope
    Commercial tenancies in Manhattan south of the center line of 96th Street, subject to rent and exemption thresholds
    Locator
    Eligibility, credits, exemptions, and filing guidance
    Source tier
    Tier 1 · government
    Accessed
    August 4, 2026
  22. 22
    Find Contract Opportunities

    Used for: City procurement opportunities use PASSPort RFx workflows and may require accounts, invitations, roles, or prequalification; award selection can take weeks or months

    Publisher
    New York City Mayor's Office of Contract Services
    Published
    April 3, 2025
    Data period
    Current opportunity-search and account requirements accessed August 2026
    Scope
    New York City agency procurement
    Locator
    PASSPort account, RFx, invitations, City Record, and prequalification guidance
    Source tier
    Tier 1 · government
    Accessed
    August 4, 2026
  23. 23
    Respond to Contract Opportunities

    Used for: City procurement opportunities use PASSPort RFx workflows and may require accounts, invitations, roles, or prequalification; award selection can take weeks or months

    Publisher
    New York City Mayor's Office of Contract Services
    Published
    April 8, 2025
    Data period
    Current response workflow accessed August 2026
    Scope
    New York City agency procurement
    Locator
    RFx response workflow, roles, selection status, and timing note
    Source tier
    Tier 1 · government
    Accessed
    August 4, 2026
  24. 24
    County Business Patterns: 2023
    Publisher
    U.S. Census Bureau
    Published
    June 26, 2025
    Data period
    Calendar year 2023
    Scope
    County, metropolitan area, and ZIP Code establishments by NAICS
    Locator
    Dataset description and detailed-industry availability
    Source tier
    Tier 1 · government
    Accessed
    August 4, 2026
  25. 25
    Manufacturing Districts: M1
    Publisher
    New York City Department of City Planning
    Data period
    Current zoning guide accessed August 2026
    Scope
    New York City M1 districts, including Manhattan-specific high-density districts
    Locator
    M1 district use, parking, and loading descriptions
    Source tier
    Tier 1 · government
    Accessed
    August 4, 2026

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