🏢 MSA Investment Ranking Dashboard

Interactive Analysis of US Metropolitan Statistical Areas Investment Potential

Note: MSAs with populations below 300,000 are excluded from this dashboard.

    Total MSAs

    -

    Avg Score

    -

    Top Score

    -

    Year

    2024

    Investment Score Distribution

    Mainland US MSA Heat Map

    MSA-level score by principal city (each dot represents one MSA)

    Tip: Scroll to zoom, drag to pan, click a city dot for MSA details

    Top 20 MSAs Ranking

    Rank MSA Name Population Score Actions

    Investment Score: Interactive Weighting System

    Adjust the weights below to recalculate investment scores in real-time

    ℹ️ How it works: Each MSA is scored across 6 dimensions (Economic, Stability, Supply, Pricing, Valuation, Capital), each normalized to a 0-1 scale. Adjust the weights below to customize your investment priorities. The final score ranges from 0-100 and shows how rankings change based on your weighting strategy.
    Scoring Formula: Investment Score = (Economic × 25% + Stability × 15% + Supply × 15% + Pricing × 15% + Valuation × 20% + Capital × 10%) × 100
    Current range: Scores typically fall between 20-75 depending on the weights applied.

    📊 Configure Weights

    25%
    15%
    15%
    15%
    20%
    10%
    Total Weight: 100%

    🎯 Updated Rankings

    Rank MSA Name New Score Change

    📋 Factor Descriptions & Formulas

    📈 Economic Index

    Evaluates strength and growth potential of an MSA's economic fundamentals.

    Employment Rate
    \[ \text{Employment Rate} = \frac{\text{Employed}}{\text{Labor Force Population}} \]
    Employment Growth
    \[ \text{Employment Growth} = \frac{\text{Employed}_{t} - \text{Employed}_{t-1}}{\text{Employed}_{t-1}} \]
    Population Growth
    \[ \text{Population Growth} = \frac{\text{Pop}_{t} - \text{Pop}_{t-1}}{\text{Pop}_{t-1}} \]
    Income Growth
    \[ \text{Income Growth} = \frac{\text{Income}_{t} - \text{Income}_{t-1}}{\text{Income}_{t-1}} \]

    🛡️ Housing Stability Index

    Evaluates balance between housing affordability and market tightness.

    Rent-to-Income Ratio
    \[ \text{Rent-to-Income} = \frac{\text{Median Rent}}{\text{Median Income}} \]
    Vacancy Rate
    \[ \text{Vacancy Rate} = \frac{\text{Vacant Units}}{\text{Total Units}} \]

    📦 Supply Pressure Index

    Evaluates level of new multifamily housing supply.

    New Multi Units
    \[ \text{New Multi Units} = \text{Total Multi Units}_{t} - \text{Total Multi Units}_{t-1} \]

    💰 Pricing Power Index

    Measures ability of landlords to raise rents over time.

    Rent Growth
    \[ \text{Rent Growth} = \frac{\text{Rent}_{t} - \text{Rent}_{t-1}}{\text{Rent}_{t-1}} \]

    📊 Valuation Index

    Estimates stabilized asset value supported by rental income.

    Implied Value
    \[ \text{Implied Value} = \frac{\text{Annual Rent} \times (1 - \text{OER})}{\text{Cap Rate}} \]

    🏦 Capital Market Index

    Evaluates financial and regulatory factors for conversion.

    Effective Tax Spread
    \[ \text{Effective Tax Spread} = \text{Tax Rate}_{\text{hotel}} - \text{Tax Rate}_{\text{MF}} \]
    Value Creation
    \[ \text{Value Creation} = \left(\frac{1}{\text{Cap Rate}_{\text{MF}}} - \frac{1}{\text{Cap Rate}_{\text{hotel}}}\right) \times \$1{,}000{,}000 \]

    Data Sources: U.S. Census Bureau, Industry Reports, Market Data

    Raw Data: All Factors & Metrics

    Complete dataset showing MSA raw data (population, housing, employment, etc.) and 11 investment factors organized by 6 key dimensions

    💼 Economic Factors

    • Employment Rate - Employed / Labor Force (%)
    • Employment Growth - Year-over-year employment change (%)
    • Pop Growth - Year-over-year population change (%)
    • Income Growth - Year-over-year income change (%)

    🏠 Housing Stability Factors

    • Rent/Income - Monthly rent / monthly income (%)
    • Vacancy Rate - Vacant units / total housing units (%)

    🏗️ Supply Factors

    • New Multi-Units - Year-over-year increase in multi-family units

    📈 Pricing Power Factors

    • Rent Growth - Year-over-year rent change (%)

    💰 Valuation Factors

    • Implied Value - (Annual Rent × (1 - OPEX%)) / Cap Rate ($)

    🏛️ Capital Market Factors

    • Effective Tax Spread - Hotel tax rate - Multifamily tax rate (%)
    • Value Creation - (1/Multifamily Cap - 1/Hotel Cap) × $1M ($)

    🏛️ State-Level Market Inputs

    The following data are state-level Operating Expenditure Ratio, Cap Rate, and Effective Tax Rate inputs.

    Operating Expenditure Ratio (OER)

    The Operating Expenditure Ratio in real estate measures the proportion of a property’s operating costs relative to its income. It is defined as:

    \[ \text{Operating Expenditure Ratio} = \frac{\text{Operating Expenses}}{\text{Gross Operating Income}} \]

    Operating expenses include costs such as maintenance, property management, utilities, insurance, and taxes, but exclude financing and depreciation. This ratio indicates how efficiently a property is managed, specifically how much cost is required to generate each dollar of income. A lower ratio suggests better operational efficiency, while a higher ratio indicates greater cost pressure. It is most meaningful when compared across similar property types.

    Cap Rates

    Cap rate, or capitalization rate, measures the expected return of a real estate investment based on its income. It is defined as:

    \[ \text{Cap Rate} = \frac{\text{Net Operating Income}}{\text{Property Value}} \]

    Net operating income represents income after operating expenses but before financing costs. The cap rate reflects how income relates to property value, with higher cap rates indicating higher risk and return, and lower cap rates suggesting more stable, lower-risk assets.

    Hotel Cap Rate and Multifamily Cap Rate further capture state-level return expectations and pricing conditions across asset classes. They enable cross-asset valuation comparisons and help identify relative pricing tightness within different markets.

    Effective Tax Rates

    The effective tax rate measures the proportion of a company's pre-tax income that is paid in taxes, reflecting its actual tax burden. It is defined as:

    \[ \text{Effective Tax Rate} = \frac{\text{Income Tax Expense}}{\text{Pre-Tax Income}} \]

    Unlike statutory tax rates, the effective tax rate captures the impact of deductions, credits, and other tax planning strategies. A lower effective tax rate may indicate efficient tax management or favorable tax treatments, while a higher rate suggests a greater tax burden.

    In real estate analysis, effective tax rates can vary across regions and asset types due to differences in local tax policies. As a result, they provide useful insight into after-tax returns and help improve the accuracy of cross-market investment comparisons.

    Data Sources: Industry Reports, Market Data

    Detailed MSA Analysis

    Select an MSA from the ranking table to view detailed analysis.

    6-Dimensional Market Comparison

    Compare markets across 6 key investment dimensions

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    1 · API Configuration

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    Pipeline Volume
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    Overview Matrix
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    ⚡ AI-Generated: Content generated by Gemini AI. Sources listed are suggested references — verify independently. Not financial or investment advice.

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