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.
Roman numerals have survived over 2,500 years. You see them on clock faces, movie credits, Super Bowl titles, building cornerstones, and book chapters. Despite being replaced by Arabic numerals for math, they remain the go-to system for formal numbering — and the conversion rules are surprisingly elegant.
Roman numerals use exactly seven letters, each with a fixed value:
I = 1 V = 5 X = 10 L = 50
C = 100 D = 500 M = 1000Every Roman numeral is built by combining these seven symbols using two rules: addition and subtraction.
When a symbol appears after one of equal or greater value, add it:
VI = 5 + 1 = 6XV = 10 + 5 = 15MDCLXVI = 1000 + 500 + 100 + 50 + 10 + 5 + 1 = 1666When a smaller symbol appears before a larger one, subtract it. Only six subtractive combinations are standard:
IV = 4 and IX = 9XL = 40 and XC = 90CD = 400 and CM = 900You can write III (3) but not IIII. You can write XXX (30) but not XXXX. This rule is why subtractive notation exists — 40 must be XL, not XXXX.
The algorithm is greedy: repeatedly subtract the largest possible value and append its symbol.
Scan left to right. If the current symbol is smaller than the next one, subtract it. Otherwise, add it:
XLII: X(10) < L(50) → subtract: 50-10=40. Then I+I = 2. Total: 42MCMXCIV: M=1000, C<M→900, X<C→90, I<V→4. Total: 1994Standard Roman numerals max out at 3,999 (MMMCMXCIX). There is no symbol for 5,000 or 10,000 in the basic system. Historical Romans used an overline (vinculum) to multiply by 1,000 — for example, V̅ = 5,000 — but this notation is rarely used today.
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.