Layers and train-more

The question underneath most gear and training arguments is: which layers in these fights did work worth copying, and which only look good because they never got hit?

By hand you would open every report in a slice, copy every troop line (type, tier, survived, killed, wounded, killing, points given up), then roll that up. That is the job people invent a spreadsheet for and then discover the spreadsheet cannot do.

Focus

Any slice where the layers are the point: one march you care about, a player’s rallies of a type, a defense pile, a keep sequence. Name the band if you have one (Ranged T12–T14, Mounted T1–T4).

Defense pile, then “what should they train?” is a first-class path. Sit on a player’s defenses (or their main-only cut, or another defense cohort you already focused). Then ask which troops to train or build more of. The Analyst weighs kills those layers got against points those layers put at risk if wiped — on this incoming, not a tech-tree lecture and not a blend of the whole battlefield. Recipe: train more on a defense slice.

Why this used to die as a daydream

A layer that got a lot of kills per troop can still be a terrible thing to pile more of if a wipe of that band gives up a mountain of points. Scoreboard points scored do not show that. You need return versus what that band put at risk — Effectiveness — and you need it on the slice you mean, not “ranged in general.”

Questions (any wording)

What worked in the slice

Train-more / build (especially on defenses)

Once the current focus is defenses, you can ask in short form:

Those wordings are the same ask. The Analyst is weighing a tradeoff — a reading, not crowning a kill leaderboard. On one side: the kills those layers actually got in this pile. On the other: the points those layers put at risk — what you would give up if that band were wiped (higher tiers cost more points per troop). A layer that killed a lot can still be a poor thing to train more of if a wipe of it is expensive. A cheaper layer can be the better volume train even if it looks weaker on kills. Effectiveness is the usual way those two sides are netted; you should still be able to see both pieces.

If you are still on attacks, say whether you mean train-more on these attacks or switch to their defenses. Do not expect the Analyst to silently flip sides.

Longer wordings still work on any layer slice:

Compare bands

Honesty

What a good answer looks like

Type × tier (or the band you named). Kills and points-at-risk both visible, not kills alone. A warning when the sample is three fights. No “therefore always train T14” from a single keep.

Common miss

Asking “what should I train?” on the whole battlefield with no role and no band. That is a blended number dressed as advice. Cut first. Pair with points vs Effectiveness.