Local operating-model alignment analysis

Best Franchise Opportunities We Assessed in Ogden, Utah

We ranked 14 franchise concepts for Ogden, Utah 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
32Sources used
29Primary sources
26Local 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

69.3 average across 2 concepts

Largest positive factorTarget-market demand

0.9 points average among 13 affected concepts

Largest negative factorLabor and staffing friction

1.5 points average reduction among 14 affected concepts

Most assumption-sensitive rankAire Serv

Tested rank range spans 8 positions

Executive conclusion

What the ranking means for Ogden, Utah

Our Ogden, Utah 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, Jan-Pro International, and ActionCOACH produced the three highest modeled alignment scores in the evaluated set. Target-market demand was the strongest positive factor: it materially affected 13 concepts and added 0.9 points on average among them. Labor and staffing friction was the broadest negative pressure, reducing the 14 exposed concepts by 1.5 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
72.3Tier 2 · Favorable modeled alignment
+2.3 ptsTarget-market demand-0.6 ptsLabor and staffing frictionModerate evidence confidence
2Jan-Pro InternationalCommercial cleaning
71.5Tier 3 · Mixed modeled alignment
+1.7 ptsTarget-market demand-0.2 ptsTransportation, routing, and parkingModerate evidence confidence
3ActionCOACHBusiness coaching
70.6Tier 3 · Mixed modeled alignment
+0.5 ptsReferral ecosystem-0.4 ptsLabor and staffing frictionModerate evidence confidence
4Pillar To Post Home InspectorsHome inspection
70.5Tier 3 · Mixed modeled alignment
+1.0 ptsTarget-market demand-0.8 ptsLabor and staffing frictionModerate evidence confidence
5HomeSmilesProperty maintenance services
70.4Tier 3 · Mixed modeled alignment
+1.7 ptsTarget-market demand-1.5 ptsLabor and staffing frictionModerate evidence confidence
6Workout AnytimeFitness
70.2Tier 3 · Mixed modeled alignment
+0.6 ptsTarget-market demand-0.3 ptsLabor and staffing frictionModerate evidence confidence
7FASTSIGNSSigns and graphics
69.7Tier 3 · Mixed modeled alignment
+1.0 ptsTarget-market demand-1.4 ptsLabor and staffing frictionModerate evidence confidence
8Rainbow International RestorationRestoration
69.5Tier 3 · Mixed modeled alignment
+0.6 ptsProperty replacement-cycle demand-1.4 ptsLabor and staffing frictionModerate evidence confidence
9Tiger AdjustersPublic insurance adjusting
69.2Tier 3 · Mixed modeled alignment
+0.3 ptsReferral ecosystem-1.2 ptsLabor and staffing frictionModerate evidence confidence
10PuroCleanRestoration
69.0Tier 3 · Mixed modeled alignment
+0.6 ptsProperty replacement-cycle demand-1.5 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 · +2.3 pts1#2 Jan-Pro International · Target-market demand · +1.7 pts2#3 ActionCOACH · Target-market demand · +0.5 pts3#4 Pillar To Post Home Inspectors · Target-market demand · +1.0 pts4#5 HomeSmiles · Target-market demand · +1.7 pts5#6 Workout Anytime · Target-market demand · +0.6 pts6#7 FASTSIGNS · Target-market demand · +1.0 pts7#8 Rainbow International Restoration · Target-market demand · +0.3 pts8#9 Tiger Adjusters · Target-market demand · +0.3 pts9#11 ZOOM DRAIN · Target-market demand · +0.7 pts11#12 Aire Serv · Target-market demand · +0.8 pts12#13 Mister Sparky Electric · Target-market demand · +0.7 pts13#14 Mr. Rooter · Target-market demand · +0.7 pts14
Property replacement-cycle demand
#4 Pillar To Post Home Inspectors · Property replacement-cycle demand · +0.3 pts4#8 Rainbow International Restoration · Property replacement-cycle demand · +0.6 pts8#10 PuroClean · Property replacement-cycle demand · +0.6 pts10#12 Aire Serv · Property replacement-cycle demand · +0.7 pts12#13 Mister Sparky Electric · Property replacement-cycle demand · +0.2 pts13
Labor and staffing friction
#1 City Wide · Labor and staffing friction · -0.6 pts1#2 Jan-Pro International · Labor and staffing friction · -0.1 pts2#3 ActionCOACH · Labor and staffing friction · -0.4 pts3#4 Pillar To Post Home Inspectors · Labor and staffing friction · -0.8 pts4#5 HomeSmiles · Labor and staffing friction · -1.5 pts5#6 Workout Anytime · Labor and staffing friction · -0.3 pts6#7 FASTSIGNS · Labor and staffing friction · -1.4 pts7#8 Rainbow International Restoration · Labor and staffing friction · -1.4 pts8#9 Tiger Adjusters · Labor and staffing friction · -1.2 pts9#10 PuroClean · Labor and staffing friction · -1.5 pts10#11 ZOOM DRAIN · Labor and staffing friction · -2.7 pts11#12 Aire Serv · Labor and staffing friction · -3.4 pts12#13 Mister Sparky Electric · Labor and staffing friction · -2.9 pts13#14 Mr. Rooter · Labor and staffing friction · -2.7 pts14
Transportation, routing, and parking
#2 Jan-Pro International · Transportation, routing, and parking · -0.2 pts2#4 Pillar To Post Home Inspectors · Transportation, routing, and parking · -0.3 pts4#5 HomeSmiles · Transportation, routing, and parking · -0.2 pts5#7 FASTSIGNS · Transportation, routing, and parking · -0.1 pts7#8 Rainbow International Restoration · Transportation, routing, and parking · -0.4 pts8#9 Tiger Adjusters · Transportation, routing, and parking · -0.2 pts9#10 PuroClean · Transportation, routing, and parking · -0.5 pts10#11 ZOOM DRAIN · Transportation, routing, and parking · -0.7 pts11#12 Aire Serv · Transportation, routing, and parking · -0.5 pts12#13 Mister Sparky Electric · Transportation, routing, and parking · -0.5 pts13#14 Mr. Rooter · Transportation, routing, and parking · -0.6 pts14
Referral ecosystem
#1 City Wide · Referral ecosystem · +0.6 pts1#2 Jan-Pro International · Referral ecosystem · +0.1 pts2#3 ActionCOACH · Referral ecosystem · +0.5 pts3#4 Pillar To Post Home Inspectors · Referral ecosystem · +0.3 pts4#5 HomeSmiles · Referral ecosystem · +0.5 pts5#7 FASTSIGNS · Referral ecosystem · +0.3 pts7#8 Rainbow International Restoration · Referral ecosystem · +0.4 pts8#9 Tiger Adjusters · Referral ecosystem · +0.3 pts9#10 PuroClean · Referral ecosystem · +0.4 pts10#11 ZOOM DRAIN · Referral ecosystem · +0.3 pts11#13 Mister Sparky Electric · Referral ecosystem · +0.1 pts13#14 Mr. Rooter · Referral ecosystem · +0.1 pts14
Primary source records by factorTarget-market demand: [4] [5] [6] [7] [8] [29] [2] [3]Property replacement-cycle demand: [12] [13] [14] [4] [21] [2]Competitive environment: [28] [4] [6] [3]Labor and staffing friction: [8] [9] [10] [11] [6] [1]Transportation, routing, and parking: [15] [16] [17] [18] [19] [30] [1] [3]Real estate and site feasibility: [20] [21] [24] [12] [13] [2] [3]Sales and customer acquisition: [6] [25] [27] [26] [28] [3]Referral ecosystem: [6] [7] [25] [27] [26]Territory quality: [21] [20] [17] [15] [30] [31] [32] [3]Regulatory and operating friction: [21] [22] [23] [24] [12] [31] [32] [3] [1]
View the chart data as a table
ConceptTarget-market demandProperty replacement-cycle demandLabor and staffing frictionTransportation, routing, and parkingReferral ecosystem
#1 City Wide+2.3 pts-0.6 pts+0.6 pts
#2 Jan-Pro International+1.7 pts-0.1 pts-0.2 pts+0.1 pts
#3 ActionCOACH+0.5 pts-0.4 pts+0.5 pts
#4 Pillar To Post Home Inspectors+1.0 pts+0.3 pts-0.8 pts-0.3 pts+0.3 pts
#5 HomeSmiles+1.7 pts-1.5 pts-0.2 pts+0.5 pts
#6 Workout Anytime+0.6 pts-0.3 pts
#7 FASTSIGNS+1.0 pts-1.4 pts-0.1 pts+0.3 pts
#8 Rainbow International Restoration+0.3 pts+0.6 pts-1.4 pts-0.4 pts+0.4 pts
#9 Tiger Adjusters+0.3 pts-1.2 pts-0.2 pts+0.3 pts
#10 PuroClean+0.6 pts-1.5 pts-0.5 pts+0.4 pts
#11 ZOOM DRAIN+0.7 pts-2.7 pts-0.7 pts+0.3 pts
#12 Aire Serv+0.8 pts+0.7 pts-3.4 pts-0.5 pts
#13 Mister Sparky Electric+0.7 pts+0.2 pts-2.9 pts-0.5 pts+0.1 pts
#14 Mr. Rooter+0.7 pts-2.7 pts-0.6 pts+0.1 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 Jan-Pro InternationalStable · tested #2–#3
#3 ActionCOACHHighly sensitive · tested #1–#7
#4 Pillar To Post Home InspectorsModerately sensitive · tested #3–#5
#5 HomeSmilesHighly sensitive · tested #2–#9
#6 Workout AnytimeHighly sensitive · tested #3–#9
#7 FASTSIGNSHighly sensitive · tested #5–#10
#8 Rainbow International RestorationModerately sensitive · tested #6–#9
#9 Tiger AdjustersHighly sensitive · tested #8–#12
#10 PuroCleanHighly sensitive · tested #7–#11
#11 ZOOM DRAINModerately sensitive · tested #11–#14
#12 Aire ServHighly sensitive · tested #6–#14
#13 Mister Sparky ElectricModerately sensitive · tested #10–#13
#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+2.3
Property replacement-cycle demandNot applicable to this operating model
Competitive environmentNot included in the score
Labor and staffing friction-0.6
Transportation, routing, and parkingEffect below the publication threshold
Real estate and site feasibilityNot included in the score
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+0.6
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score72.28
Published local-market alignment72.3

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.

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 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 ActionCOACH, HomeSmiles, Workout Anytime; 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 environment55Positive 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 13 of 14 concepts. When we neutralized the factor and recalculated the table, 13 concepts changed position. HomeSmiles moved from #5 to #9, the largest movement among concepts directly affected by this factor.

Concepts adjusted13 of 14
Average among affected+0.9 pts
Average across all concepts+0.9 pts
Concepts changing rank13

Concepts helped most

City WideFacility management
+2.3 pts
Jan-Pro InternationalCommercial cleaning
+1.7 pts
HomeSmilesProperty maintenance services
+1.7 pts
Pillar To Post Home InspectorsHome inspection
+1.0 pts
FASTSIGNSSigns and graphics
+1.0 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 Ogden, Utah

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 Ogden, Utah

69.3

2 Restoration concepts qualified for comparison, with scores ranging from 69.0 to 69.5. Rainbow International Restoration ranked highest at 69.5. Property replacement-cycle demand added 0.6 points on average among the affected concepts. Labor and staffing friction reduced the exposed concepts by 1.4 points on average.

Interpret cautiously: A 0.5-point spread is too small to support a strong brand-level conclusion from city alignment alone.

Concepts compared
2
Score range
69.0–69.5
Category average
69.3
Rainbow International Restoration69.5
PuroClean69.0

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 alignment72.3

City Wide

Facility management · B2B facility management and vendor coordination

Increase +2.3 pts Target-market demandReduction -0.6 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+2.3
Property replacement-cycle demandNot applicable to this operating model
Competitive environmentNot included in the score
Labor and staffing friction-0.6
Transportation, routing, and parkingEffect below the publication threshold
Real estate and site feasibilityNot included in the score
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+0.6
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score72.28
Published local-market alignment72.3

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 +2.3 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 3 · Mixed modeled alignment71.5

Jan-Pro International

Commercial cleaning · recurring commercial route service

Increase +1.7 pts Target-market demandReduction -0.2 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+1.7
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-0.2
Real estate and site feasibilityNot included in the score
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+0.1
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 score71.52
Published local-market alignment71.5

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
Target-market demand +1.7 pts
Tested rank range
#2–#3

Most important next check

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

#3Tier 3 · Mixed modeled alignment70.6

ActionCOACH

Business coaching · home-based B2B advisory

Increase +0.5 pts Referral ecosystemReduction -0.4 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 demandNot applicable to this operating model
Competitive environmentNot included in the score
Labor and staffing friction-0.4
Transportation, routing, and parkingNot applicable to this operating model
Real estate and site feasibilityNot included in the score
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 score70.61
Published local-market alignment70.6

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

Evidence confidence

City Modifier Evidence
Adequate
Factor Research Coverage
Strong
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Adequate
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Referral ecosystem +0.5 pts
Tested rank range
#1–#7

Most important next check

What mix of outbound prospecting, professional referrals, and system-generated leads is assumed for ActionCOACH's local client pipeline?

#4Tier 3 · Mixed modeled alignment70.5

Pillar To Post Home Inspectors

Home inspection · mobile property inspection service

Increase +1.0 pts Target-market demandReduction -0.8 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+1.0
Property replacement-cycle demand+0.3
Competitive environmentNot included in the score
Labor and staffing friction-0.8
Transportation, routing, and parking-0.3
Real estate and site feasibilityNot included in the score
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+0.3
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score70.53
Published local-market alignment70.5

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

Evidence confidence

City Modifier Evidence
Adequate
Factor Research Coverage
Strong
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Adequate
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Target-market demand +1.0 pts
Tested rank range
#3–#5

Most important next check

Which transaction segments and property types are expected to generate the most inspection demand for Pillar To Post Home Inspectors?

#5Tier 3 · Mixed modeled alignment70.4

HomeSmiles

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

Increase +1.7 pts Target-market demandReduction -1.5 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+1.7
Property replacement-cycle demandNot applicable to this operating model
Competitive environmentNot included in the score
Labor and staffing friction-1.5
Transportation, routing, and parking-0.2
Real estate and site feasibilityNot included in the score
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 score70.39
Published local-market alignment70.4

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
Adequate
Source-evidence confidence
Strong
Geographic applicability
Adequate
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Target-market demand +1.7 pts
Tested rank range
#2–#9

Most important next check

What local sales staffing and activity level are required for HomeSmiles to build its initial pipeline?

#6Tier 3 · Mixed modeled alignment70.2

Workout Anytime

Fitness · fixed-location membership fitness

Increase +0.6 pts Target-market demandReduction -0.3 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+0.6
Property replacement-cycle demandNot applicable to this operating model
Competitive environmentNot included in the score
Labor and staffing friction-0.3
Transportation, routing, and parkingNot applicable to this operating model
Real estate and site feasibilityNot included in the score
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 score70.22
Published local-market alignment70.2

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

Evidence confidence

City Modifier Evidence
Adequate
Factor Research Coverage
Strong
Franchise-profile completeness
Limited
Source-evidence confidence
Strong
Geographic applicability
Adequate
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Target-market demand +0.6 pts
Tested rank range
#3–#9

Most important next check

What trade-area boundary and population base would Workout Anytime use to evaluate the proposed location?

#7Tier 3 · Mixed modeled alignment69.7

FASTSIGNS

Signs and graphics · B2B production and installation center

Increase +1.0 pts Target-market demandReduction -1.4 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+1.0
Property replacement-cycle demandNot applicable to this operating model
Competitive environmentNot included in the score
Labor and staffing friction-1.4
Transportation, routing, and parking-0.1
Real estate and site feasibilityNot included in the score
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+0.3
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated 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
Limited
Source-evidence confidence
Strong
Geographic applicability
Adequate
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Labor and staffing friction -1.4 pts
Tested rank range
#5–#10

Most important next check

What local sales staffing and activity level are required for FASTSIGNS to build its initial pipeline?

#8Tier 3 · Mixed modeled alignment69.5

Rainbow International Restoration

Restoration · emergency property restoration

Increase +0.6 pts Property replacement-cycle demandReduction -1.4 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+0.3
Property replacement-cycle demand+0.6
Competitive environmentNot included in the score
Labor and staffing friction-1.4
Transportation, routing, and parking-0.4
Real estate and site feasibilityNot included in the score
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+0.4
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score69.52
Published local-market alignment69.5

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
Labor and staffing friction -1.4 pts
Tested rank range
#6–#9

Most important next check

What opening staffing ratio, wage range, and retention plan does Rainbow International Restoration assume for frontline roles?

#9Tier 3 · Mixed modeled alignment69.2

Tiger Adjusters

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

Increase +0.3 pts Referral ecosystemReduction -1.2 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+0.3
Property replacement-cycle demandNot applicable to this operating model
Competitive environmentNot included in the score
Labor and staffing friction-1.2
Transportation, routing, and parking-0.2
Real estate and site feasibilityNot included in the score
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+0.3
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score69.23
Published local-market alignment69.2

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
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 -1.2 pts
Tested rank range
#8–#12

Most important next check

What local sales staffing and activity level are required for Tiger Adjusters to build its initial pipeline?

#10Tier 3 · Mixed modeled alignment69.0

PuroClean

Restoration · emergency property restoration

Increase +0.6 pts Property replacement-cycle demandReduction -1.5 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+0.6
Competitive environmentNot included in the score
Labor and staffing friction-1.5
Transportation, routing, and parking-0.5
Real estate and site feasibilityNot included in the score
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+0.4
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score69.03
Published local-market alignment69.0

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 -1.5 pts
Tested rank range
#7–#11

Most important next check

Which technical roles are hardest to staff for PuroClean, and what training pipeline reduces that exposure?

#11Tier 3 · Mixed modeled alignment67.6

ZOOM DRAIN

Drain and sewer service · emergency skilled-trade route service

Increase +0.7 pts Target-market demandReduction -2.7 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+0.7
Property replacement-cycle demandNot applicable to this operating model
Competitive environmentNot included in the score
Labor and staffing friction-2.7
Transportation, routing, and parking-0.7
Real estate and site feasibilityNot included in the score
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+0.3
Territory qualityDepends on the specific site, territory, or operating condition
Regulatory and operating frictionDepends on the specific site, territory, or operating condition
Full-precision calculated score67.64
Published local-market alignment67.6

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
Labor and staffing friction -2.7 pts
Tested rank range
#11–#14

Most important next check

What after-hours drain and sewer technician coverage must ZOOM DRAIN maintain, and what staffing model protects response times?

#12Tier 3 · Mixed modeled alignment67.6

Aire Serv

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

Increase +0.8 pts Target-market demandReduction -3.4 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+0.8
Property replacement-cycle demand+0.7
Competitive environmentNot included in the score
Labor and staffing friction-3.4
Transportation, routing, and parking-0.5
Real estate and site feasibilityNot included in the score
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 score67.61
Published local-market alignment67.6

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
Adequate
Source-evidence confidence
Strong
Geographic applicability
Adequate
Overall evidence confidence
Moderate evidence confidence
Largest absolute effect
Labor and staffing friction -3.4 pts
Tested rank range
#6–#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 alignment67.6

Mister Sparky Electric

Electrical · skilled-trade home service

Increase +0.7 pts Target-market demandReduction -2.9 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+0.7
Property replacement-cycle demand+0.2
Competitive environmentNot included in the score
Labor and staffing friction-2.9
Transportation, routing, and parking-0.5
Real estate and site feasibilityNot included in the score
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+0.1
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 score67.60
Published local-market alignment67.6

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
Labor and staffing friction -2.9 pts
Tested rank range
#10–#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?

#14Tier 3 · Mixed modeled alignment67.6

Mr. Rooter

Plumbing · scheduled and emergency skilled-trade service

Increase +0.7 pts Target-market demandReduction -2.7 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+0.7
Property replacement-cycle demandNot applicable to this operating model
Competitive environmentNot included in the score
Labor and staffing friction-2.7
Transportation, routing, and parking-0.6
Real estate and site feasibilityNot included in the score
Sales and customer acquisitionDepends on the specific site, territory, or operating condition
Referral ecosystem+0.1
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 score67.57
Published local-market alignment67.6

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
Labor and staffing friction -2.7 pts
Tested rank range
#12–#14

Most important next check

What mix of scheduled-service plumbers and emergency-response capacity must Mr. Rooter staff for the proposed territory?

Metric registry

The 26 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, 202589,510peopleJuly 1, 2025 population estimate; 2020-2024 ACS-style QuickFacts measures; 2022 economic receipts/salesOgden, UtahEvidence for Target-market demand, Territory quality [4]
Population change from the April 2020 estimate base to July 20252.5percentJuly 1, 2025 population estimate; 2020-2024 ACS-style QuickFacts measures; 2022 economic receipts/salesOgden, UtahEvidence for Target-market demand [4]
Households and owner-occupied housing share, 2020-2024households: 33,508; owner occupied housing unit rate percent: 61.3mixedJuly 1, 2025 population estimate; 2020-2024 ACS-style QuickFacts measures; 2022 economic receipts/salesOgden, UtahEvidence for Target-market demand, Property replacement-cycle demand [4]
New dwelling units permitted from 2020 through 2023 and housing-type mixnew dwelling units permitted minimum: 2,000; multifamily or townhome share percent: 96; single family share percent: 3mixedPermits issued 2020-2023; pipeline and zoning amendment described through October 15, 2024Ogden, UtahEvidence for Target-market demand, Real estate and site feasibility, Territory quality [5]
Multiple-family dwelling units in review, approved, or under construction when Ogden documented the commercial-zone policyunits minimum: 3,400; status: in review, approved, under constructionmixedPermits issued 2020-2023; pipeline and zoning amendment described through October 15, 2024Ogden, UtahEvidence for Target-market demand, Real estate and site feasibility [5]
Largest employer ranges in Ogden City, March 2026Internal Revenue Service: 7,000-9,999; McKay Dee Hospital Center: 3,000-3,999; America First Credit Union: 2,000-2,999; Weber State University: 1,000-1,999; Ogden Regional Medical Center: 1,000-1,999employees rangeUtah Firm Find data, March 2026Ogden, UtahEvidence for Target-market demand, Referral ecosystem, Sales and customer acquisition, Labor and staffing friction [6] [3]
Weber State University fall 2025 student enrollment33,293studentsFall 2025 enrollment and 2024-25 institutional factsWeber State University, Ogden, UtahEvidence for Target-market demand, Referral ecosystem [7] [3]
Hill Air Force Base workforce composition in the 2024 Economic Impact Statementauthorized active duty: 5,608; air force reserve or ang: 913; government civilians: 14,151; contract civilians: 6,221; total workforce: 26,893peopleFiscal year 2024 economic impact statementHill Air Force Base / Ogden Air Logistics Complex, Northern UtahEvidence for Labor and staffing friction, Target-market demand [8] [1]
Ogden Air Logistics Complex workforce breadth and missionpersonnel approximate: 7,000; job series count: 155; mission functions: logistics, support, maintenance and overhaul, distribution, engineering managementmixedCurrent organizational description accessed August 2026Hill Air Force Base / Ogden Air Logistics Complex, Northern UtahEvidence for Labor and staffing friction [9] [1]
Private-sector aerospace and defense cluster scale reported by Ogden Citybusinesses: 242; jobs: 10,034; location quotient: 5.02; average annual wage usd: 101,489; share of total regional employment percent: 8.3mixedJobsEQ Q4 2024 and Utah Firm FindOgden / Northern Utah aerospace and defense clusterEvidence for Labor and staffing friction, Target-market demand [10] [2]
Engineering-services employment and average wage in the Ogden regional aerospace and defense profileemployment: 4,461; average annual wage usd: 106,327mixedJobsEQ Q4 2024 and Utah Firm FindOgden / Northern Utah aerospace and defense clusterEvidence for Labor and staffing friction [10]
Selected major occupational-group wages and employment shares in the Ogden MSA, May 2024installation maintenance repair: mean hourly wage usd: 28.68, employment share percent: 4.5; production: mean hourly wage usd: 24.52, employment share percent: 7.6; architecture engineering: mean hourly wage usd: 46.85, employment share percent: 3.1; management: mean hourly wage usd: 56.13, employment share percent: 6.2; food preparation serving: mean hourly wage usd: 15.61, employment share percent: 8.1; building grounds cleaning maintenance: mean hourly wage usd: 17.9, employment share percent: 2.9; office administrative support: mean hourly wage usd: 22.04, employment share percent: 12.3mixedMay 2024Ogden, Utah Metropolitan Statistical AreaEvidence for Labor and staffing friction [11]
Ogden City building design criteria for winter and seismic conditionsground snow load psf: 43-50; seismic design categories present: D, E, F; geotechnical soils study required: yes; weathering: severe; winter design temperature f: 5; frost line depth inches: 30; ice barrier underlayment required: yesmixedCurrent building design criteria accessed August 2026Ogden, UtahEvidence for Property replacement-cycle demand, Transportation, routing, and parking, Regulatory and operating friction, Real estate and site feasibility [12] [2]
Liquefaction potential and damage likelihood require site-specific geotechnical investigation; mitigation may include soil improvement or special foundation designsite specific geotechnical investigation needed for property determination: yes; potential mitigation: soil improvement, special foundation designguidanceCurrent hazard guidance accessed August 2026Utah; Ogden applicability is site-specificEvidence for Property replacement-cycle demand, Real estate and site feasibility, Regulatory and operating friction [13] [14] [2]
Street-parking restriction during snowfall and snow-removal conditionsparking prohibited when: snowing, snow removal apparent or imminent, snow or ice accumulation at least one inch; snowbound vehicle tow threshold hours: 48ruleCurrent winter parking rule accessed August 2026Ogden, UtahEvidence for Transportation, routing, and parking [16] [15] [3]
Snow-removal road priority and ownership frameworkcity clearance goal hours: 15; goal qualifier: unless storm is prolonged; priority routes: hospitals, schools, heavily traveled city roads, intersections, slick hills and dangerous curves; road owners: Ogden City, UDOT, private owners or HOAs; state routes in ogden: 9mixedCurrent snow-removal and parking rules accessed August 2026Ogden, UtahEvidence for Transportation, routing, and parking, Territory quality [15] [17]
I-15 24th Street Interchange project status as of June 30, 2026status: Planned; project value usd: 20,408,300; construction expenditures usd: 0; preliminary engineering expenditures usd: 10,641,361mixedProject status and expenditures as of June 30, 2026I-15 / 24th Street Interchange, Weber CountyEvidence for Transportation, routing, and parking [18] [19] [1]
Business Depot Ogden and Ogden Business Exchange industrial-space contextbusiness depot ogden acres minimum: 1,000; business depot existing space sqft minimum: 9,000,000; business depot development acres minimum: 300; ogden business exchange positioning: business and light industrial parkmixedCurrent economic-development inventory accessed August 2026Business Depot Ogden and Ogden Business Exchange, OgdenEvidence for Real estate and site feasibility, Territory quality [20] [2]
East Central Community has special exterior-building regulations beyond other city areasdistrict bounds: between Adams and Harrison and 20th and 30th Streets; historic designation: Central Bench National Historic District; special controls: brick exterior painting or covering restrictions, exterior material limits, maximum building sizes for new construction, roof-pitch requirements for new construction, front-yard fence design requirementsmixedCurrent special zoning provisions accessed August 2026East Central Community / Central Bench National Historic District, OgdenEvidence for Regulatory and operating friction, Territory quality, Real estate and site feasibility [21] [3]
Ogden City requires a business license for legal businesses operating within city boundariesgeneral business license required: yes; sector specific external approvals may apply: yes; renewal processing guidance days: 3-5 business days after renewal request for invoicemixedCurrent licensing requirements accessed August 2026Ogden, UtahEvidence for Regulatory and operating friction [22]
Home occupations face use and storage restrictionsfamily resident workers only: yes; dwelling alterations not allowed: yes; outside or accessory space use not allowed: yes; wholesale or retail commodity sales not allowed: yesruleCurrent home-occupation rules accessed August 2026Home occupations in Ogden cityEvidence for Regulatory and operating friction, Real estate and site feasibility [23] [3]
Commercial construction permitting can require geotechnical, energy, sewer and location-specific approvalsnew construction documents include: complete site and civil plan set, structural calculations, geotechnical soils report, project specifications, energy compliance; central weber sewer impact fee: applicable by project; business depot ogden approval: required for BDO projects; application deposit usd: 70.5mixedCurrent commercial permit requirements accessed August 2026Commercial construction and remodel projects in OgdenEvidence for Regulatory and operating friction, Real estate and site feasibility [24] [12]
Major local public institutions use formal supplier or solicitation processesWeber State University: SciQuest sourcing events and supplier registration before response; Ogden City: formal solicitations with sealed-submittal and business-registration checks; Ogden Air Logistics Complex: federal-contractor onboarding path for new stakeholdersprocessesCurrent sourcing process accessed August 2026Ogden-area public institutional buyersEvidence for Sales and customer acquisition, Referral ecosystem, Target-market demand [25] [27] [26]
Ogden Express connects Ogden Central and downtown with Weber State University and McKay-Dee Hospitalfirst year riders minimum: 890,000; weber state stop riders first year: 250,000; weekday headway minutes: 10-15; current zero fare through: Spring Change Day 2028mixedFirst year of service through August 2024Ogden Central Station–downtown–Weber State–McKay-Dee HospitalEvidence for Target-market demand, Territory quality, Transportation, routing, and parking [29] [30]
County Business Patterns can provide establishment, employment and payroll data by industry at county, metro and ZIP geographies, but not a franchise-specific competitive setreference year: 2,023; data fields: establishments, employment, first quarter payroll, annual payroll; geographies: county, metropolitan area, ZIP code; category specific franchise identity: nomixed2023 County Business Patterns, released June 26, 2025U.SEvidence for Competitive environment, Sales and customer acquisition [28]
Zone Ogden Unified Development Code rewrite is not yet an active citywide replacement codecomplete draft finished: February 2026; planning commission recommendation: approval recommended; city council status: review pending / item unscheduled as of August 7, 2026; would replace titles: 14, 15, 17, 18mixedDraft completed February 2026; Planning Commission recommended approval; City Council review pending as accessed August 2026Ogden, UtahEvidence for Regulatory and operating friction, Territory quality [31] [32]

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 8, 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 7, 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
    Forensic Audit of Municipal Structural Constraints and Deal-Killer LiabilitiesInternal or supplied research; not publicly accessible.

    Used for: Hill Air Force Base workforce composition in the 2024 Economic Impact Statement, Ogden Air Logistics Complex workforce breadth and mission, and I-15 24th Street Interchange project status as of June 30, 2026

    Publisher
    Supplied research material
    Published
    February 19, 2026
    Data period
    Research cited as accessed through February 19, 2026
    Scope
    Ogden, Utah section within a multi-city research docket
    Locator
    Ogden section: wage-floor anchor, null municipal categories, and 24th Street construction claim
    Source tier
    Tier 5 · supplied bespoke research
    Accessed
    August 7, 2026
  2. 2
    Strategic Utility Delta Audit: Structural Inefficiencies and CRE Arbitrage Across Local U.S. MarketsInternal or supplied research; not publicly accessible.

    Used for: Private-sector aerospace and defense cluster scale reported by Ogden City, Ogden City building design criteria for winter and seismic conditions, Liquefaction potential and damage likelihood require site-specific geotechnical investigation; mitigation may include soil improvement or special foundation design, and Business Depot Ogden and Ogden Business Exchange industrial-space context

    Publisher
    Supplied research material
    Published
    February 24, 2026
    Data period
    Research cited as accessed through February 24, 2026
    Scope
    Ogden, Utah section within a multi-city research docket
    Locator
    Ogden section: physical-risk, institutional/labor, flex-space and downtown hypotheses
    Source tier
    Tier 5 · supplied bespoke research
    Accessed
    August 7, 2026
  3. 3
    Franchise data - remake - B startInternal or supplied research; not publicly accessible.

    Used for: Largest employer ranges in Ogden City, March 2026, Weber State University fall 2025 student enrollment, Street-parking restriction during snowfall and snow-removal conditions, East Central Community has special exterior-building regulations beyond other city areas, and Home occupations face use and storage restrictions

    Publisher
    Supplied research material
    Data period
    Supplied Ogden neighborhood rows reviewed August 7, 2026
    Scope
    Ogden neighborhood rows: East Central, Jefferson, Taylor-Lincoln, Wasatch Hollow, Shadow Valley and Harrison Boulevard
    Locator
    Rows where %city%=Ogden and %state_name%=Utah
    Source tier
    Tier 5 · supplied bespoke research
    Accessed
    August 7, 2026
  4. 4
    QuickFacts: Ogden city, Utah

    Used for: Resident population estimate on July 1, 2025, Population change from the April 2020 estimate base to July 2025, and Households and owner-occupied housing share, 2020-2024

    Publisher
    U.S. Census Bureau
    Published
    May 14, 2026
    Data period
    July 1, 2025 population estimate; 2020-2024 ACS-style QuickFacts measures; 2022 economic receipts/sales
    Scope
    Ogden city, Utah
    Locator
    Population, housing, households, commute, income, labor force and economic measures
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  5. 5
    Multiple-family dwellings in C-2/CP-2 and C-3/CP-3 Zones

    Used for: New dwelling units permitted from 2020 through 2023 and housing-type mix and Multiple-family dwelling units in review, approved, or under construction when Ogden documented the commercial-zone policy

    Publisher
    Ogden City
    Data period
    Permits issued 2020-2023; pipeline and zoning amendment described through October 15, 2024
    Scope
    Ogden city, Utah
    Locator
    Housing permit totals, multifamily pipeline, commercial-zone distribution and adopted October 15, 2024 amendments
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  6. 6
    Largest Employers

    Used for: Largest employer ranges in Ogden City, March 2026

    Publisher
    Ogden City
    Data period
    Utah Firm Find data, March 2026
    Scope
    Ogden city, Utah
    Locator
    Ogden City Largest Employers table and data-source note
    Source tier
    Tier 1 · municipal government using named business dataset
    Accessed
    August 7, 2026
  7. 7
    About WSU

    Used for: Weber State University fall 2025 student enrollment

    Publisher
    Weber State University
    Data period
    Fall 2025 enrollment and 2024-25 institutional facts
    Scope
    Weber State University, Ogden campus
    Locator
    Fall 2025 student enrollment and campus address
    Source tier
    Tier 1 · public university
    Accessed
    August 7, 2026
  8. 8
    Hill Economic Impact 2024

    Used for: Hill Air Force Base workforce composition in the 2024 Economic Impact Statement

    Publisher
    Hill Air Force Base, U.S. Air Force
    Data period
    Fiscal year 2024 economic impact statement
    Scope
    Hill Air Force Base and surrounding community
    Locator
    Summary of personnel, expenditures and annual economic impact statement
    Source tier
    Tier 1 · federal government
    Accessed
    August 7, 2026
  9. 9
    Ogden Air Logistics Complex

    Used for: Ogden Air Logistics Complex workforce breadth and mission

    Publisher
    Hill Air Force Base, U.S. Air Force
    Data period
    Current organizational description accessed August 2026
    Scope
    Ogden Air Logistics Complex at Hill Air Force Base, Northern Utah
    Locator
    Personnel count, job-series breadth and maintenance/logistics/engineering mission
    Source tier
    Tier 1 · federal government
    Accessed
    August 7, 2026
  10. 10
    Aerospace and Defense

    Used for: Private-sector aerospace and defense cluster scale reported by Ogden City and Engineering-services employment and average wage in the Ogden regional aerospace and defense profile

    Publisher
    Ogden City
    Data period
    JobsEQ Q4 2024 and Utah Firm Find
    Scope
    Ogden/Northern Utah regional aerospace and defense cluster
    Locator
    Private-sector business/job counts, LQ, wages, occupations and major employers
    Source tier
    Tier 1 · municipal government using named industry datasets
    Accessed
    August 7, 2026
  11. 11
    Occupational Employment and Wages in Ogden — May 2024

    Used for: Selected major occupational-group wages and employment shares in the Ogden MSA, May 2024

    Publisher
    U.S. Bureau of Labor Statistics
    Published
    July 10, 2025
    Data period
    May 2024
    Scope
    Ogden, Utah Metropolitan Statistical Area
    Locator
    Table A major occupational groups and detailed occupation table
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  12. 12
    Design Criteria

    Used for: Ogden City building design criteria for winter and seismic conditions and Commercial construction permitting can require geotechnical, energy, sewer and location-specific approvals

    Publisher
    Ogden City
    Data period
    Current building design criteria accessed August 2026
    Scope
    Ogden city, Utah
    Locator
    Ground snow load, seismic design, weathering, winter temperature, frost depth and geotechnical-study requirement
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  13. 13
    Liquefaction

    Used for: Liquefaction potential and damage likelihood require site-specific geotechnical investigation; mitigation may include soil improvement or special foundation design

    Publisher
    Utah Geological Survey
    Data period
    Current hazard guidance accessed August 2026
    Scope
    Utah; site-specific application required
    Locator
    Liquefaction-potential definitions, site-specific investigation requirement and mitigation guidance
    Source tier
    Tier 1 · government scientific
    Accessed
    August 7, 2026
  14. 14
    Liquefaction-Potential Map for a Part of Weber County

    Used for: Liquefaction potential and damage likelihood require site-specific geotechnical investigation; mitigation may include soil improvement or special foundation design

    Publisher
    Utah Geological Survey
    Data period
    Weber County liquefaction mapping; publication date not restated in current retrieval
    Scope
    Part of Weber County, Utah
    Locator
    Mapped liquefaction-potential source referenced by supplied research and indexed by UGS GeoData Archive
    Source tier
    Tier 1 · government scientific
    Accessed
    August 7, 2026
  15. 15
    Info for the General Public — Snow Removal

    Used for: Street-parking restriction during snowfall and snow-removal conditions and Snow-removal road priority and ownership framework

    Publisher
    Ogden City
    Data period
    Current snow-removal and parking rules accessed August 2026
    Scope
    Ogden city-maintained streets with stated exemptions
    Locator
    Snow-plow priorities, road-clearance target, street-parking restrictions and exemptions
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  16. 16
    Parking on the street during and after snowfall

    Used for: Street-parking restriction during snowfall and snow-removal conditions

    Publisher
    Ogden City
    Data period
    Current winter parking rule accessed August 2026
    Scope
    Ogden city streets subject to snow ordinance
    Locator
    No-street-parking trigger during snowfall/removal or one-inch accumulation; towing after prolonged snowbound status
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  17. 17
    City & State Roads

    Used for: Snow-removal road priority and ownership framework

    Publisher
    Ogden City
    Data period
    Current road ownership and maintenance framework accessed August 2026
    Scope
    Ogden city, Utah
    Locator
    City, private and state-road maintenance responsibilities; nine state routes in Ogden
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  18. 18
    Project Details: I-15; 24th Street Interchange

    Used for: I-15 24th Street Interchange project status as of June 30, 2026

    Publisher
    Utah Department of Transportation
    Published
    June 30, 2026
    Data period
    Project status and expenditures as of June 30, 2026
    Scope
    I-15 24th Street Interchange, Weber County
    Locator
    Project status Planned; project value and expenditure categories
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  19. 19
    City Budget Season - Economic Development Highlight

    Used for: I-15 24th Street Interchange project status as of June 30, 2026

    Publisher
    Ogden City
    Data period
    FY2026-2027 proposed budget context, published 2026
    Scope
    Ogden city, Utah
    Locator
    Planning Division update including long-term planning around the 24th Street interchange
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  20. 21
    Special Provisions of the East Central Community

    Used for: East Central Community has special exterior-building regulations beyond other city areas

    Publisher
    Ogden City
    Data period
    Current special zoning provisions accessed August 2026
    Scope
    East Central Community / Central Bench National Historic District, Ogden
    Locator
    District boundaries and special exterior building regulations
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  21. 22
    Business Licensing

    Used for: Ogden City requires a business license for legal businesses operating within city boundaries

    Publisher
    Ogden City
    Data period
    Current licensing requirements accessed August 2026
    Scope
    Ogden city, Utah
    Locator
    General business-license requirement, renewal workflow and potential outside-agency approvals
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  22. 23
    Home Occupation Licenses

    Used for: Home occupations face use and storage restrictions

    Publisher
    Ogden City
    Data period
    Current home-occupation rules accessed August 2026
    Scope
    Residential home occupations in Ogden city
    Locator
    Family-worker, alteration, outside-space, commodity-sale and wholesale/retail restrictions
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  23. 24
    Permit Applications

    Used for: Commercial construction permitting can require geotechnical, energy, sewer and location-specific approvals

    Publisher
    Ogden City
    Data period
    Current commercial permit requirements accessed August 2026
    Scope
    Ogden city, Utah
    Locator
    Commercial permit document requirements, geotechnical report, sewer impact-fee gate, BDO approval and application deposit
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  24. 25
    Bid Opportunities

    Used for: Major local public institutions use formal supplier or solicitation processes

    Publisher
    Weber State University
    Data period
    Current sourcing process accessed August 2026
    Scope
    Weber State University procurement
    Locator
    SciQuest sourcing events and supplier registration requirements
    Source tier
    Tier 1 · public university
    Accessed
    August 7, 2026
  25. 26
    Business Guidelines

    Used for: Major local public institutions use formal supplier or solicitation processes

    Publisher
    Ogden Air Logistics Complex, U.S. Air Force
    Data period
    Current vendor guidance accessed August 2026
    Scope
    Ogden Air Logistics Complex procurement
    Locator
    Federal-contractor onboarding and business-development pathway
    Source tier
    Tier 1 · federal government
    Accessed
    August 7, 2026
  26. 27
    Purchasing - Bid Opportunities

    Used for: Major local public institutions use formal supplier or solicitation processes

    Publisher
    Ogden City
    Data period
    Current procurement rules and public bid opportunities accessed August 2026
    Scope
    Ogden City Corporation procurement
    Locator
    Formal solicitation, vendor registration checks, submittal requirements and current bid examples
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  27. 28
    County Business Patterns (CBP) APIs

    Used for: County Business Patterns can provide establishment, employment and payroll data by industry at county, metro and ZIP geographies, but not a franchise-specific competitive set

    Publisher
    U.S. Census Bureau
    Published
    May 20, 2026
    Data period
    2023 County Business Patterns, released June 26, 2025
    Scope
    County, metropolitan and ZIP Code industry data
    Locator
    Dataset coverage, establishment/employment/payroll fields and geographic availability
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  28. 29
    Utah Transit Authority celebrates successful first year of Ogden Express

    Used for: Ogden Express connects Ogden Central and downtown with Weber State University and McKay-Dee Hospital

    Publisher
    Utah Transit Authority
    Published
    August 20, 2024
    Data period
    First year of service through August 2024
    Scope
    Ogden Central Station, downtown Ogden, Weber State University and McKay-Dee Hospital corridor
    Locator
    Ridership, Weber State stop use, service frequency and corridor endpoints
    Source tier
    Tier 1 · public transit agency
    Accessed
    August 7, 2026
  29. 30
    Route 603X - Ogden Express (OGX) Schedule

    Used for: Ogden Express connects Ogden Central and downtown with Weber State University and McKay-Dee Hospital

    Publisher
    Utah Transit Authority
    Data period
    Current route and fare status accessed August 2026
    Scope
    Ogden Central Station to McKay-Dee via Weber State
    Locator
    Current route endpoints and Zero Fare status through Spring Change Day 2028
    Source tier
    Tier 1 · public transit agency
    Accessed
    August 7, 2026
  30. 31
    Zone Ogden - Development Code Rewrite

    Used for: Zone Ogden Unified Development Code rewrite is not yet an active citywide replacement code

    Publisher
    Ogden City
    Data period
    Draft completed February 2026; Planning Commission recommended approval; City Council review pending as accessed August 2026
    Scope
    Ogden city, Utah
    Locator
    Status of proposed Unified Development Code replacing Titles 14, 15, 17 and 18
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026
  31. 32
    Land Use Applications in Review

    Used for: Zone Ogden Unified Development Code rewrite is not yet an active citywide replacement code

    Publisher
    Ogden City
    Data period
    Current page accessed August 7, 2026
    Scope
    Ogden city, Utah
    Locator
    Current Planning Commission items and unscheduled City Council item for Zone Ogden code update
    Source tier
    Tier 1 · government
    Accessed
    August 7, 2026

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