{
  "aliases": null,
  "backlinks": [
    {
      "field": "uses",
      "target": "03EESZDB9A"
    }
  ],
  "body": "\n## Statement\n\nLet $X$ be a real random variable with finite [[variance|007QED3E0Y]] and let $a \\in \\mathbb{R}$. Then\n$$\\operatorname{Var}(aX) = a^2 \\operatorname{Var}(X).$$\n\n## Remarks\n\nProof: $E[aX] = a E[X]$ by [[linearity of expectation|0P7PTC8DDE]]. So $(aX - E[aX])^2 = a^2 (X - E[X])^2$, and one takes expectations.\nFor the standard deviation, the formula becomes $\\sigma_{aX} = |a| \\, \\sigma_X$.\nIn particular, $\\operatorname{Var}(-X) = \\operatorname{Var}(X)$.\n\n## Explanations\n\n### L1 human\n\nIf you measure in centimeters instead of meters, every value is multiplied by $100$. The variance is then multiplied by $100^2 = 10000$, because it is measured in squared units.\n",
  "commit": "f591989ed15704e9d8755a7a5a6426d73de7a3ae",
  "front": {
    "kind": "statement",
    "msc": [
      "60A05"
    ],
    "name": "Variance under scaling",
    "role": "proposition",
    "sources": [
      {
        "locator": "Addition and multiplication by a constant",
        "url": "https://en.wikipedia.org/wiki/Variance"
      }
    ],
    "tag": "0KVQ9D86BM",
    "uses": [
      "007QED3E0Y",
      "0P7PTC8DDE"
    ]
  },
  "kind": "statement",
  "link": "https://math2.tamnd.com/node/0KVQ9D86BM/",
  "links": [
    {
      "field": "uses",
      "target": "007QED3E0Y"
    },
    {
      "field": "uses",
      "target": "0P7PTC8DDE"
    }
  ],
  "markdown": "https://math2.tamnd.com/node/0KVQ9D86BM.md",
  "msc": [
    "60A05"
  ],
  "name": "Variance under scaling",
  "prov": null,
  "role": "proposition",
  "source": "https://github.com/tamnd/math2/blob/main/nodes/0KV/0KVQ9D86BM.md",
  "status": null,
  "tag": "0KVQ9D86BM",
  "uri": "m2://0KVQ9D86BM",
  "url": "https://math2.tamnd.com/wiki/variance-under-scaling/",
  "writing": {
    "tag": "0KVQ9D86BM",
    "kind": "statement",
    "level": "W0",
    "next": [
      {
        "what": "an inventory row",
        "note": "the row of the inventory that the node accounts for",
        "have": 0,
        "want": 1
      }
    ]
  }
}
