Methodology

How we calibrate budgets + stats

Every daily-budget number and FIFA-style stat card on MapSorted is derived from a small set of documented rules. This page explains those rules so you can decide how much to trust any given number β€” and where to push back if something looks off for a city you know well.

The three tiers

Every guide shows three daily totals: Backpacker (πŸŽ’), Mid-range (🧳), and Luxury (πŸ’Ž). The same labels cover four per-day categories in the cost calculator (stay, food, transit, activities), so you can mix and match β€” e.g. pay for a nicer room but eat where locals eat.

πŸŽ’ Backpacker β€” what it buys you

🧳 Mid-range β€” what it buys you

πŸ’Ž Luxury β€” what it buys you

Daily-budget $/day numbers

Each destination has a hand-calibrated triple β€” e.g. Bangkok is { budget: 25, mid_range: 60, luxury: 180 }. These aren't pulled from a single API; they're editorial judgements cross-checked against:

The cost_index(a 1–100 number you'll see in some charts) is a separate abstract measure of overall cost of living. It usually tracks mid_range $/day closely, but diverges when a destination has unusual structure β€” e.g. Botswana's Okavango Delta sits at cost_index 90 but real mid-range $/day is $800 because of all-inclusive safari lodge pricing. In that case, trust the dollar number.

How the split is allocated

Inside each tier's daily total, we split spending across four buckets: stay / food / transit / activities. The base split is roughly 42 / 25 / 15 / 18, then shifts per destination:

That gives each destination a distinctive stack β€” a Paris day tilts toward stay, a Bangkok day toward food, a Banff day toward activities β€” rather than every city showing the same pie chart.

FIFA-style stat cards

Each destination page shows a stat card with 9 attributes on a 0–99 scale: safety, affordability, food, culture, nightlife, walkability, nature, connectivity, transit. These are not votes or survey scores β€” they're derived from the same underlying data that drives comparisons and badges.

Affordability score

Affordability is derived from the mid-range $/day number (the most tangible version of a destination's cost), using a piecewise curve:

This means the "Most Affordable" badge and the "Best Under $50/day" badge both key off concrete dollar numbers β€” they aren't an abstract cost index.

What these numbers aren't

Found a number that looks off?

Guide content, budget tiers, and stat scales get edited all the time. If a city you know well has a score that doesn't match reality, flag it and we'll recalibrate in the next pass.