Balance
Is the night really deadlier, or do players just spend more time out in it?
Counting deaths by time of day mostly shows when people play, not when the game is dangerous. This entry shows how to turn death counts into a fair risk per hour spent in each part of the day.
Players die again and again right after losing their gear
When dying costs your belongings, a bad moment can turn into a chain of deaths that ends in quitting. This entry shows how to find those chains in your death log and count how many deaths belong to them.
Do players die with healing items still in their bag, and why?
A death with a full medicine stack looks like a player mistake, but it can also mean the fight was too fast or healing is awkward to use. This entry shows how to split deaths into the kinds that need different fixes.
Do players ever find the mechanic that you built for them?
A feature nobody uses can be a bad feature or one nobody knows about, and the numbers look the same. This entry shows how to count only the players who really had the chance to use it, and how long they waited.
How much gear does a new player need to live through the first night?
The first night decides whether newcomers stay, yet you do not know what the survivors had that the others lacked. This entry shows how to find the amount of preparation where survival jumps, without letting one lucky outlier decide.
Which gear level do players replace so quickly that making it was a waste?
A tier that everyone skips past in minutes still costs them materials and you design time. This entry shows how to measure how long each tier is really used, and how to count items that are still in use without guessing.
Most of the open world is never visited: how far do players really roam from their base?
A huge map is wasted if everyone lives near their home. This entry shows how to find the distance within which players spend nearly all their time, without letting idle minutes or several bases skew the answer.
How many players do I need before a death or quit rate means anything?
A rate from a handful of players can swing wildly, and rare events need far more players than people guess. This entry shows how to work out the number of players needed for a given accuracy, and how to deal with a zone only some players visit.
Which caves and ruins do players walk right past without going in?
Counting visits to a landmark hides how many players saw it and chose to ignore it. This entry shows how to measure the pull of each place against the number of players who actually came close.
What do players leave on the ground because their bag is full?
A bag that is too small turns exciting finds into annoyance, but counting rejected pickups gives a wrong picture. This entry shows how to measure the value that is really lost, item by item.
When do players stop uncovering new parts of the map?
Exploration is the promise of an open world, and it fades earlier than most designers expect. This entry shows how to find the hour at which discovery really stalls, without mistaking a short pause for the end.
What is an item really worth on the player market when some trades are gifts or scams?
Player-to-player trades include presents sold for one coin and absurd prices nobody pays, and a plain average swallows them whole. This entry shows how to get a fair price from messy trades, including when one huge gift shouldn't move it.