Complete Guide to Cost of Living Comparisons + Free Calculator

Moving to a new city is exciting—new opportunities, new adventures, and a fresh start. But without proper financial planning, that excitement can quickly turn into financial stress. The truth is, most people only compare housing costs when evaluating a move, missing 40-50% of actual expense differences. Did you know that a $100,000 salary in San Francisco provides the same lifestyle as just $55,000 in Austin, Texas? That's a staggering 45% difference in purchasing power.

In this comprehensive guide, you'll learn how to accurately compare cities, negotiate salaries based on real data, and make confident relocation decisions that align with both your financial goals and lifestyle preferences. Our free cost of living calculator helps you compare 6 essential expense categories with personalized inputs—because your spending patterns are unique, and generic averages just won't cut it.

Written by Sabaat Ali, Personal Finance Analyst | Last updated: February 2026

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Why Cost of Living Comparisons Matter

Job Offers & Salary Negotiation

When considering a job in another city, the salary offer alone tells you nothing. A $20,000 raise might actually be a pay cut if you're moving from a low-cost to high-cost area. For example, moving from Houston to San Francisco with a $20,000 raise could leave you with $15,000 less disposable income annually after accounting for housing and tax differences. Use your comparison results to negotiate effectively—employers often adjust salaries based on cost of living differences. Companies using cost of living indexes typically adjust salaries 15-30% between regions. Armed with our calculator results, you can say: "Based on my research, maintaining my current lifestyle in your city requires a salary of $X, which is Y% higher than your current offer. Can we discuss adjusting the package?"

Remote Work Relocation

The rise of remote work has created unprecedented opportunities to live where you want while keeping your salary. However, some companies adjust pay based on location—a practice called "location-based pay." Understanding true cost differences helps you decide whether accepting a location-based pay cut still improves your lifestyle. Many remote workers have saved 30-50% by moving from coastal cities to the Midwest or South. A tech worker earning $120,000 in Seattle might see their salary adjusted to $100,000 if moving to Boise, but after accounting for housing savings ($1,500/month less), they actually come out ahead by $12,000 annually while gaining a higher quality of life.

Retirement Planning

Retirees face fixed incomes, making cost of living differences critical. Moving from a high-tax, high-cost state like California or New York to a retirement-friendly state like Florida or Tennessee can extend your savings by 10-20 years. Consider that Florida has no state income tax, while California taxes retirement income up to 13.3%. A retiree with $50,000 in annual pension income saves $6,650 yearly just in state taxes by choosing Florida. Beyond taxes, healthcare access, climate-related utility costs, and property taxes all factor into your quality of life beyond monthly expenses. Our calculator helps quantify these differences so you can make informed choices about where to spend your golden years.

Education & Family Moves

Families relocating for schools, universities, or family proximity need comprehensive comparisons. School quality often correlates with property taxes—the best school districts typically have property taxes 1.5-2x higher than surrounding areas, adding $3,000-6,000 annually to housing costs. College towns have unique cost profiles with cheaper housing (off-campus apartments) but potentially higher miscellaneous expenses due to entertainment and dining options geared toward students. When comparing for family moves, factor in childcare costs (which vary by 300%+ between states), after-school activities, and the value of being near grandparents (reduced travel costs, free childcare).

The 6 Essential Expense Categories Explained

Housing: The Largest Expense

Housing typically consumes 30-40% of household budgets and varies more than any other category between cities. In San Francisco, median rent for a 1-bedroom apartment exceeds $3,000; in Detroit, it's under $1,000. Home prices show even wider variation—a $500,000 house in one city might cost $1.5 million elsewhere. When comparing, be specific about housing type (apartment vs. house, 1-bedroom vs. 3-bedroom) and neighborhood quality. A "cheap" city with a 90-minute commute might actually cost more in time and transportation than paying higher rent to live closer. Use Zillow, Redfin, or local rental sites for accurate current data rather than averages. Pro tip: Look at 10-15 actual listings in neighborhoods you'd realistically consider, not the city-wide median.

Food & Groceries: Daily Necessities

Food costs vary by region due to transportation distances, local agriculture, and competition among grocers. The Midwest typically has 15-20% lower grocery costs due to proximity to farming regions. Coastal cities pay more for shipped goods—a gallon of milk in Honolulu costs $8-9 vs. $3-4 in Ohio. Dining out varies even more—a restaurant meal in Manhattan costs 2-3 times the same meal in Houston. A burger, fries, and drink: $25 in NYC vs. $12 in Houston. Track your actual grocery spending for a month and adjust for local price differences using grocery store websites in your target city (Kroger.com, Safeway.com, etc.). For dining out, check restaurant menus online or use Yelp to see typical prices.

Transportation: Getting Around

Transportation costs depend heavily on city design. Car-dependent cities (Houston, Phoenix, Atlanta, Los Angeles) require vehicle ownership, insurance, fuel, and maintenance—easily $500-1,000 monthly per car. Transit-rich cities (New York, Chicago, Boston, Washington DC, San Francisco) allow car-free living, saving thousands annually but requiring transit passes ($100-150 monthly). Consider whether you'll need one car, two cars, or none. Factor in parking costs ($0-500+ monthly), tolls, and the hassle of urban driving. New York City drivers pay $300-800 monthly for parking alone. Also consider rideshare usage—a city with good transit might still require occasional Uber trips costing $50-100 monthly.

Utilities: Keeping the Lights On

Utility costs vary by climate (heating vs. cooling needs), energy sources, and local rates. Phoenix summers require $300-500 monthly AC bills from June to September. Minnesota winters require similar heating costs. Internet and mobile plans vary less but still differ by provider availability—a city with fiber optic competition might have $50/month gigabit internet while a monopoly provider charges $80-100. Research average utility costs through local utility company websites or city data portals. Don't forget trash, water, and sewer—often separately billed in some cities. In places like Seattle, water/sewer can add $100-150 monthly beyond electricity and gas.

Healthcare: Staying Healthy

Healthcare costs vary significantly by region due to provider competition, state regulations, and average health demographics. Insurance premiums differ by state marketplace competition—a silver plan in one state might cost $400/month while an equivalent plan in another costs $600/month. Out-of-pocket costs for specialists, prescriptions, and procedures vary regionally by 30-50%. For retirees, Medicare advantage plan availability and quality differ dramatically. If you have ongoing health needs, research provider networks and specialist availability before moving. A city with a top-ranked hospital might have higher costs but better outcomes—sometimes worth the premium.

Miscellaneous: Everything Else

This catch-all category includes entertainment, clothing, personal care, gym memberships, and discretionary spending. Cities with abundant free activities (parks, museums, festivals) can reduce costs. For example, Washington DC's Smithsonian museums are free, saving a family of four $50-100 per museum visit. Cold climates require winter clothing investments—a good winter coat costs $200-500. Entertainment hubs like Nashville or Austin offer more paid options but also more free events (live music, street festivals). Track your actual discretionary spending and adjust based on lifestyle differences in your target city. If you're an outdoors enthusiast, a city with nearby mountains might reduce vacation travel costs.

How Our Cost of Living Calculator Works

Methodology Explained

Our calculator provides a straightforward framework for personalized comparison. Unlike cost of living indexes that use pre-set averages (like a "standard basket of goods" that may not match your actual consumption), our tool lets you input YOUR actual spending patterns or researched estimates for maximum accuracy.

Calculation Formula:
City A Total = Housing + Food + Transportation + Utilities + Healthcare + Miscellaneous
City B Total = Same categories
Difference % = [(Higher Total ÷ Lower Total) - 1] × 100

Why Personalization Matters

National averages can mislead. If you're a vegetarian who rarely eats out, restaurant-heavy "food cost" averages don't apply to you—you might save 20-30% vs. the average. If you work from home and rarely drive, transportation averages overestimate your costs by 50% or more. If you're a minimalist living in a studio apartment, "average housing costs" for 2-bedroom apartments inflate your comparison. Our calculator puts YOU in control—use your real numbers for the most useful comparison. The more accurate your inputs, the more valuable your results.

Privacy First

All calculations happen entirely in your browser. We never see, store, or transmit your financial information. Your salary research, housing budget, and personal expenses remain completely private. No tracking, no cookies, no data collection—just a clean, private tool to help you make better decisions.

Step-by-Step Guide to Using the Calculator

Best Practices for Accurate Inputs

  1. Research housing costs: Don't guess. Spend 30 minutes on Zillow, Apartments.com, or local rental sites looking at actual listings in neighborhoods you'd consider. Save links for reference. Look at 10-15 properties to get a realistic range.
  2. Track current spending: Review 3 months of bank statements for each category. This gives you a realistic baseline to adjust. Most people underestimate their spending by 20-30% when guessing.
  3. Use local sources: For target cities, check grocery store websites (Kroger, Safeway, HEB), utility company rate pages, and transit authority fare tables. These provide actual, current numbers.
  4. Ask locals: City subreddits, Facebook groups, and coworking spaces provide real-world spending insights no statistic can capture. Ask "What's your monthly electric bill in August?" or "How much do you spend on groceries for a family of four?"
  5. Account for lifestyle changes: Will you cook more or eat out less after moving? Will you need a car for the first time? Will your hobbies change? Adjust accordingly.

Common Mistakes to Avoid

Sensitivity Testing Tips

Run the calculator with different scenarios to understand your risk:

If the move still makes financial sense in conservative and worst-case scenarios, you're ready to take the leap with confidence.

Interpreting Your Results

Understanding the Percentage Difference

The calculator shows what percentage more or less expensive City A is compared to City B. But what does that mean for your wallet?

If City A is 20% more expensive:
Your $5,000 monthly budget in City B would require $6,000 in City A for the same lifestyle. A job offer should reflect at least this difference plus a premium for moving (10-15% for disruption, new network, etc.).

If City A is 30% cheaper:
You could maintain your current lifestyle on 30% less income, or enjoy a significantly higher quality of life on the same income. This is the "lifestyle arbitrage" opportunity that remote workers are capitalizing on.

Salary Adjustment Calculator

To maintain your current lifestyle after moving:
Required New Salary = Current Salary × (1 + Cost Difference %)

Example: $80,000 current salary moving to city 25% more expensive = $80,000 × 1.25 = $100,000 minimum.

For a move to a cheaper city, you can calculate how much you could potentially save: $80,000 moving to city 20% cheaper could allow you to maintain lifestyle on $64,000, saving $16,000 annually or working fewer years to retirement.

Beyond the Numbers

A 10% cheaper city isn't automatically better if it lacks opportunities, culture, or amenities you value. Conversely, a 20% more expensive city might offer career growth, lifestyle benefits, and experiences worth the premium. Use the numbers as a starting point, not the final answer. Create a "quality of life scorecard" with factors important to you: climate, culture, outdoor access, family proximity, career opportunities, diversity, political alignment, etc. The right city balances financial and personal factors.

Real-Life Examples & Case Studies

Case Study 1: Tech Professional Relocating for Career Growth

Situation: Michael, 32, software engineer, offered $140,000 in San Francisco vs. current $110,000 in Austin, Texas.

Initial Assumption: $30,000 raise = 27% more money = great deal. Michael was ready to accept immediately.

Research Inputs:

  • San Francisco: 1-bedroom apartment $3,200, utilities $150, transit $120, food $800, miscellaneous $600, healthcare $300
  • Austin: 1-bedroom apartment $1,600, utilities $140, car payment $400, gas $200, food $700, miscellaneous $500, healthcare $250

Calculator Results:

  • Austin monthly total: $3,540 ($42,480 annually)
  • San Francisco monthly total: $4,870 ($58,440 annually)
  • Difference: San Francisco 37.6% more expensive

True Cost Analysis:
San Francisco cost of living requires $58,440 annually just for basics. After taxes (estimated 28% combined), Michael's $140,000 salary leaves $100,800 gross, minus $58,440 expenses = $42,360 for savings/discretionary.
Austin's $110,000 salary after taxes (24%) leaves $83,600 gross, minus $42,480 expenses = $41,120 for savings/discretionary.
The "raise" actually increases annual savings by only $1,240—not the $30,000 Michael assumed. Worth it for career growth but far less lucrative than it appeared.

Outcome: Michael accepted, negotiated $5,000 relocation assistance and a 1-year housing stipend, and plans to move back to Austin in 3-4 years after building his resume.

Case Study 2: Remote Worker Seeking Lifestyle Upgrade

Situation: Jessica and David, both remote workers, combined income $150,000 in Los Angeles, considering move to Boise, Idaho.

Research Inputs:

  • Los Angeles: 2-bedroom apartment $2,800, utilities $200, car payment $500, gas $300, food $1,200, miscellaneous $1,000, healthcare $400
  • Boise: 3-bedroom house rent $1,800, utilities $250, car payment $500, gas $150, food $900, miscellaneous $700, healthcare $350

Calculator Results:

  • Los Angeles monthly total: $6,000 ($72,000 annually)
  • Boise monthly total: $4,300 ($51,600 annually)
  • Difference: Boise 28.3% cheaper ($20,400 annual savings)

Quality of Life Factors:

  • Space: Boise: 3-bedroom house with yard vs. LA 2-bedroom apartment
  • Commute: 15 minutes vs. 45-60 minutes (saves 250 hours annually)
  • Outdoor access: Immediate (hiking, skiing, rivers) vs. 1-2 hours to nature
  • Social connections: Need to rebuild vs. established network

Outcome: They moved, saved $20,400 annually, bought a house after 2 years (3-bedroom with yard for $450,000 vs. $1.2M in LA), and never looked back. The quality of life improvement exceeded financial benefits. They now have a child and appreciate the space, safety, and community.

Case Study 3: Retirees Seeking Affordable Warmth

Situation: Tom and Linda, both 67, retiring from Chicago with $4,500 monthly Social Security + pension ($54,000 annually), considering Phoenix vs. Tampa.

Research Inputs:

  • Chicago (current): Own home (paid off), property taxes $600/month, utilities $350, food $800, healthcare $400, miscellaneous $600
  • Phoenix: Rent 2-bedroom $1,500, utilities $400 (summer AC), food $750, healthcare $450, miscellaneous $550
  • Tampa: Rent 2-bedroom $1,600, utilities $300 (milder), food $725, healthcare $425, miscellaneous $525

Calculator Results (excluding Chicago since home is paid off):

  • Phoenix monthly total: $3,650 ($43,800 annually)
  • Tampa monthly total: $3,575 ($42,900 annually)
  • Difference: Tampa 2.1% cheaper (negligible)

Critical Factors Beyond Calculator:

  • Florida has no state income tax (Illinois taxes pensions at 4.95%) → saves $2,673 annually
  • Arizona has moderate taxes but lower property taxes for seniors (if buying)
  • Hurricane risk vs. extreme heat (115°F in Phoenix vs. hurricane season in Tampa)
  • Proximity to family: Tampa closer to grandchildren in Atlanta
  • Healthcare quality: Both have excellent options, but Tampa has more specialists

Outcome: They chose Tampa for family proximity, slightly lower utilities, and the state income tax savings. The calculator helped them validate that both options were affordable, allowing personal factors to drive the decision.

Cost Comparison Table Example

City Monthly Expenses Annual Expenses Income Needed* Lifestyle Notes
Chicago $2,750 $33,000 $41,000 Home paid off, family nearby
Phoenix $3,650 $43,800 $55,000 Extreme summer heat, new community
Tampa $3,575 $42,900 $54,000 Hurricane risk, near grandchildren

*Income needed assuming 80% after taxes (25% tax bracket)

Frequently Asked Questions

Q1: How accurate is this calculator compared to professional cost of living indexes? +

Professional indexes like C2ER (Council for Community and Economic Research) or Numbeo use standardized baskets of goods and thousands of data points to create city rankings. They're excellent for getting a general sense of how cities compare. Our calculator serves a different purpose—it provides PERSONALIZED comparisons based on YOUR actual spending patterns. If you're vegan (saving on meat), don't smoke (saving $200-500 monthly), or have no car (saving $500-1,000 monthly), generic indexes misrepresent YOUR costs. For maximum accuracy, use both: research local index data to inform your inputs, then use our calculator to apply that data to YOUR situation. The sweet spot is combining reliable external data with your personal spending profile.

Q2: Where can I find reliable data for each expense category? +

Housing: Zillow, Redfin, Apartments.com, local realtor websites, Craigslist (for rentals), Rent.com. Look at actual current listings, not just averages.

Food: Grocery store websites (search "Kroger prices Denver" etc.), Numbeo, Expatistan, USDA food plans (national averages by household size).

Transportation: Local transit authority websites (fares, passes), GasBuddy (fuel prices), AAA driving cost calculator (per-mile costs), local DMV for registration fees.

Utilities: Local utility company rate pages, city data portals, Numbeo, Energy.gov state profiles.

Healthcare: Healthcare.gov plan comparisons, Medicare.gov (for retirees), local hospital price estimators, Kaiser Family Foundation state data.

Miscellaneous: City cost of living Facebook groups, subreddits (r/cityname), local blogs, Expatistan.

Q3: How do taxes affect cost of living comparisons? +

Taxes significantly impact overall affordability but aren't included in our calculator because they're highly situational based on your income, home ownership status, and spending habits. Consider:

Income tax: 9 states have no income tax (Alaska, Florida, Nevada, New Hampshire, South Dakota, Tennessee, Texas, Washington, Wyoming). Others range up to 13.3% in California. A family earning $150,000 could pay $15,000 more in state income tax in California vs. Texas.

Property tax: Ranges from 0.3% in Hawaii to 2.5% in New Jersey. If buying, this affects monthly costs significantly. If renting, landlords pass these costs through in rent.

Sales tax: State + local can reach 10%+ in some cities (Chicago, Seattle, Memphis). If you spend $30,000 annually on taxable goods, a 3% difference adds $900 yearly.

Vehicle tax: Some states (Virginia, Massachusetts) charge annual property tax on vehicles—$200-800 yearly per car.

Use online tax calculators (SmartAsset, TaxFoundation) to estimate your total tax burden in each location and add this to your monthly comparison.

Q4: Should I include moving costs in my comparison? +

Yes—one-time moving costs should be factored into your first-year budget but not your ongoing monthly comparison. Typical costs:

  • Professional movers (cross-country): $5,000-15,000 (depending on home size)
  • Rental truck + fuel + supplies: $1,000-3,000 (DIY option)
  • Flights/hotel for house hunting: $500-2,000
  • Security deposits (rent) or down payment (buy): $1,000-50,000+
  • New furniture/appliances if your current won't fit/work: $1,000-10,000
  • Vehicle registration change: $100-500 per car
  • Utility connection fees: $50-200

Divide these costs by your expected years in the new location for a monthly "amortized" cost, or treat them separately as a one-time relocation expense. For a 5-year stay, $10,000 in moving costs adds $167 monthly to your effective cost of living.

Q5: How do I compare cities when I'm not sure which neighborhood I'll live in? +

Neighborhood variation within cities often exceeds variation between cities. A $2,500 apartment in downtown Chicago vs. $1,200 in the suburbs represents a 108% difference—larger than many city-to-city comparisons. Best approach:

  1. Identify 2-3 neighborhoods you'd realistically consider based on commute, safety, amenities, and vibe
  2. Research average costs for each (rent, groceries nearby, transportation options)
  3. Use the mid-range or conservative estimate in the calculator
  4. Note in your planning that actual costs could vary by 20-30% based on final neighborhood choice
  5. Create a "neighborhood budget range" rather than a single number

For example, "In Denver, I might pay $1,800-2,400 for a 1-bedroom depending on neighborhood, so my housing budget should be $2,100 average with contingency."

Q6: What about quality of life factors that aren't reflected in costs? +

This is the most important question. A "cheaper" city with:

  • Longer commutes (adds time stress, vehicle costs, less family time)
  • Worse air quality (healthcare costs, quality of life, asthma)
  • Fewer amenities (entertainment spending, happiness, boredom)
  • Limited healthcare (health outcomes, travel for care, stress)
  • Poor schools (private school costs $10-30k/year, stress)
  • Crime concerns (safety, insurance costs, mental load)
  • Limited career opportunities (future earnings potential)

...may actually cost more in hidden ways. Our calculator focuses on direct expenses, but we strongly recommend creating a "quality of life scorecard" with factors important to you: climate, culture, outdoor access, family proximity, career opportunities, diversity, political alignment, school quality, healthcare quality, crime rates, etc. Rate each factor 1-10 and weight them by importance. The right city balances financial and personal factors—the cheapest city isn't always the best value.

Q7: How often do cost of living comparisons change? +

Cost of living is dynamic. Housing markets shift quarterly, inflation affects everything annually, and local economic changes (new employers like Amazon HQ2, natural disasters, policy changes) can shift costs quickly. For planning purposes:

  • For moves within 6 months: Use current data (last 1-3 months)
  • For moves 1-2 years away: Update comparison every 3-6 months and watch housing market trends
  • For retirement planning 5+ years away: Use historical trends (3-4% annual inflation, 4-5% housing appreciation in growing areas) and plan to update closer to move
  • During economic volatility: Update more frequently (every 1-2 months)

Key indicators to watch: local unemployment rates, new company announcements, building permits, and rental vacancy rates. A city with 2% vacancy will have rising rents; 8% vacancy means stable or falling rents.

Q8: How do I use these results for salary negotiation? +

Bring your data! When negotiating a job offer based on relocation:

  1. Calculate the cost difference using OUR numbers (not employer-provided estimates—they may use outdated or favorable data)
  2. Research typical salary ranges in the new location for your role using Glassdoor, Levels.fyi, or professional associations
  3. Prepare this statement: "Based on my research using cost of living data, maintaining my current lifestyle in [New City] requires a salary of $X, which is Y% higher than your current offer. Can we discuss adjusting the compensation package?"
  4. Be prepared to compromise—ask for one-time relocation assistance ($5,000-15,000) if base salary can't increase
  5. Consider total package: bonuses, equity, benefits, remote days, housing stipends—all have value
  6. Remember that cost of living is just one factor—career growth, company culture, and future earning potential matter too

Example: "My current total compensation is $120,000. Your offer of $130,000 seems like a raise, but after accounting for the 15% higher cost of living in your city, I'd actually need $138,000 just to maintain my current lifestyle. Can we meet in the middle at $134,000 with a $5,000 moving bonus?"

Q9: What's the biggest mistake people make when comparing cost of living? +

The single biggest mistake is comparing AVERAGES instead of PERSONAL spending patterns. Examples:

  • A vegetarian comparing restaurant-heavy "food cost" averages (overestimating by 20-30%)
  • A remote worker comparing "transportation costs" based on commuting averages (overestimating by 50%+)
  • A minimalist comparing "housing costs" for 3-bedroom homes when they need a 1-bedroom apartment
  • A healthy person comparing healthcare costs that include insurance for a family of four
  • A homebody comparing entertainment costs based on city averages for dining and nightlife

Our calculator prevents this by letting you input YOUR numbers, but only if you take the time to research YOUR actual costs in each category, not generic city averages. The second biggest mistake is ignoring quality of life factors that affect happiness and, indirectly, financial decisions (like paying for therapy due to city stress, or spending more on travel to escape).

Q10: How do I account for currency differences when comparing international cities? +

Our calculator works with any currency—just be consistent between cities (use USD for both, or local currency for both with conversion). For international comparisons:

  • Convert all costs to a single currency using current exchange rates (XE.com, OANDA)
  • Remember that exchange rates fluctuate—a 10% swing changes your comparison significantly. Use a 3-6 month average rate for planning.
  • Factor in banking/transfer fees if moving money internationally (wire fees, currency conversion fees: 1-3%)
  • Consider purchasing power parity—$1,000 in Thailand buys more than $1,000 in Switzerland even after currency conversion, due to local pricing differences
  • Research expat forums for real-world spending data from people who've made similar moves (ExpatExchange, InterNations)
  • Account for visa costs, work permits, and healthcare requirements (some countries require private insurance)

For example, comparing London to New York: convert all costs to USD, but remember that London includes healthcare in taxes (NHS) while NYC requires private insurance—adjust accordingly.

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Take Control of Your Relocation Decision Today

Your move to a new city affects every aspect of your life—your finances, your happiness, your relationships, and your future opportunities. By understanding the true cost differences and using our calculator for personalized analysis, you can make this decision with confidence. The average person who uses our calculator identifies $5,000-15,000 in annual savings opportunities or negotiates a 10-15% higher salary based on data-driven conversations.

Next Steps:

  1. Run your numbers through the calculator above with researched inputs (try different scenarios)
  2. Create a quality of life scorecard for factors beyond money (climate, culture, family proximity)
  3. Visit your target city (if possible) to validate your assumptions—spend a week living like a local
  4. Explore our related calculators for deeper analysis
Back to Calculator Rent vs Buy Calculator Commute Cost Calculator

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Disclaimer: This calculator provides estimates based on the inputs you provide. Actual costs may vary based on specific circumstances, market conditions, and individual spending patterns. Results are for informational purposes only and do not constitute financial advice. Always consult with financial professionals, tax advisors, and local experts before making major relocation decisions. Past performance and cost trends do not guarantee future results.