Probability and Statistics: Making Sense of Randomness
What probability means, how the bell curve works, what z-scores and confidence intervals actually tell you, and why sample size matters.
The world runs on two measurement systems: metric (used by ~95% of the world) and imperial/US customary (used daily in the US, and partially in the UK). Converting between them is one of the most common everyday math tasks — whether you are following a recipe, shipping a package, or checking your weight at the doctor.
Metric is built on powers of 10. Every unit is exactly 10x, 100x, or 1000x the next. The base units are the meter (length), gram (mass), and liter (volume). Prefixes do all the scaling:
This decimal structure is why metric conversions are trivial — you just move the decimal point. Converting 2.5 kg to grams? Move three places right: 2500 g. No memorization needed.
Imperial units evolved from historical standards — the foot from actual human feet, the pound from Roman libra pondo, the cup from common drinking vessels. The conversion factors are irregular because they were never designed as a coherent system:
Every conversion uses a conversion factor — a ratio that equals 1. Since 1 kg = 2.2046 lb, the ratio 2.2046 lb / 1 kg equals 1. Multiplying by 1 does not change the value, only the units:
5 kg x (2.2046 lb / 1 kg) = 11.023 lb
To go the other direction, flip the fraction:
150 lb x (1 kg / 2.2046 lb) = 68.04 kg
Converters typically pick one base unit (grams for weight, milliliters for volume) and store every unit as a multiplier. To convert between any two units:
base = value x source.toBaseresult = base / target.toBaseThis two-step approach means you only need N conversion factors (one per unit) instead of N x N (one per pair).
Cooking adds a complication: recipes mix volume and weight measurements. "1 cup of flour" is a volume, but flour density varies — a loosely scooped cup weighs ~120g while a packed cup is ~160g. This is why professional bakers prefer weight measurements.
Volume-to-volume conversions (cups to mL) are exact. But volume-to-weight depends on the ingredient. Simple converters assume water density (1 mL = 1 g), which works for liquids but is only approximate for solids.
Some fields use their own measurement units:
What probability means, how the bell curve works, what z-scores and confidence intervals actually tell you, and why sample size matters.
Area and volume formulas for every common shape, the Pythagorean theorem, Law of Sines and Cosines, and slope of a line.
How fractions work, why prime factorisation matters, the GCF and LCM connection, ratios, proportions, and percentages as fractions of 100.