You are studying to become an Adventurer. You’re excited to begin your Great Quest, but also anxious: over a third of the graduates from your program fail to accomplish their Great Quests. And if you’re being brutally honest with yourself, your odds are probably worse than that, since your stats – while about average for the general population – are pretty lousy by the standards of Adventurer College.
STR: 6/20
CON: 14/20
DEX: 13/20
INT: 13/20
WIS: 12/20
CHA: 4/20
On the eve of your graduation, you’re visited by a mysterious fairy offering to add a total of ten extra points to whichever attributes you most want to improve. Following the college’s standard mysterious fairy protocol, you humbly request a week for research and contemplation before deciding how best to use this one-in-a-lifetime opportunity. (Your low Charisma ensures you come off as simultaneously entitled and disinterested when saying this, but she agrees regardless.)
The college Archivist provides you a complete but anonymised record of the stats of everyone who graduated last year, and whether they succeeded at their Great Quests. (The record-keeping is magically perfect, and as Great Quests never take more than a year there are no incomplete Great Quests to account for.) The rest is up to you. Where will you allocate those ten points?
I’ll be posting an interactive letting you test your decision, along with a complete explanation of the dataset, sometime next Saturday. I’m giving you a week, but the task shouldn’t take more than a few hours; use Excel, R, Python, random guessing, or whatever other tools you think are appropriate. Let me know in the comments if you have any questions about the scenario.
ETA: If you want to investigate this collaboratively with other lesswrongers (or just share your conclusions without waiting a week), feel free to do so in the comments; however, please use spoiler tags when sharing inferences, so people intending to fly solo can look for clarifications without being spoiled.
Stats don't appear too correlated, although all cross correlations are negative around -7% to -10% which is interesting. I guess it might have to do with data construction. Simple logistic regression gives coeffs: CHA=0.143 CON=0.141 DEX=-0.016 INT=0.099 STR=0.116 WIS= 0.156. Based on these one would push WIS+8 to 20 and allocate the remaining two points CHA+2.
However values are close, and there are standard errors around the estimates. Bootstrapping strategies to account for that allocates: WIS+7, CHA+2, CON+1.
Accounting for cross effects flips them around, with allocation: CHA+6, WIS+3, CON+1. Going full second order allocates CHA+6, WIS+3, STR+1, but obviously with higher complexity.
My answer would overweigh the linear when blending with the ones with more parameters. Final answer WIS+6, CHA+3, CON+1.
You are studying to become an Adventurer. You’re excited to begin your Great Quest, but also anxious: over a third of the graduates from your program fail to accomplish their Great Quests. And if you’re being brutally honest with yourself, your odds are probably worse than that, since your stats – while about average for the general population – are pretty lousy by the standards of Adventurer College.
STR: 6/20
CON: 14/20
DEX: 13/20
INT: 13/20
WIS: 12/20
CHA: 4/20
On the eve of your graduation, you’re visited by a mysterious fairy offering to add a total of ten extra points to whichever attributes you most want to improve. Following the college’s standard mysterious fairy protocol, you humbly request a week for research and contemplation before deciding how best to use this one-in-a-lifetime opportunity. (Your low Charisma ensures you come off as simultaneously entitled and disinterested when saying this, but she agrees regardless.)
The college Archivist provides you a complete but anonymised record of the stats of everyone who graduated last year, and whether they succeeded at their Great Quests. (The record-keeping is magically perfect, and as Great Quests never take more than a year there are no incomplete Great Quests to account for.) The rest is up to you. Where will you allocate those ten points?
I’ll be posting an interactive letting you test your decision, along with a complete explanation of the dataset, sometime next Saturday. I’m giving you a week, but the task shouldn’t take more than a few hours; use Excel, R, Python, random guessing, or whatever other tools you think are appropriate. Let me know in the comments if you have any questions about the scenario.
ETA: If you want to investigate this collaboratively with other lesswrongers (or just share your conclusions without waiting a week), feel free to do so in the comments; however, please use spoiler tags when sharing inferences, so people intending to fly solo can look for clarifications without being spoiled.