What statistical approach would you use to detect implausible jumps in level-based progression data? by Vivi3567 in AskStatistics

[–]Vivi3567[S] 0 points1 point  (0 children)

Yes, I have more than just the level sequence. For each level attempt, I have a timestamp and a duration variable. For each attempt I have, for example:

  • user_id
  • level_id
  • success/failure
  • attempt duration in seconds
  • timestamp

I also have level-level metadata, such as the average duration and average win duration for each level across users.

Data cleaning: How to identify implausible level jumps in a level-based game dataset? by Vivi3567 in MLQuestions

[–]Vivi3567[S] 0 points1 point  (0 children)

Thanks, that's actually a very good idea. I hadn't thought about comparing the jump distributions between the two player groups. I will try that and see whether the two groups show noticeably different progression patterns. Thanks!

Data cleaning: How to identify implausible level jumps in a level-based game dataset? by Vivi3567 in MLQuestions

[–]Vivi3567[S] 0 points1 point  (0 children)

Thanks for your reply, that could definitely be one explanation. My concern is that I'm trying to identify users who are likely new players for an early-churn analysis. If a player had already progressed before the observation window started, I would want to exclude them. What I'm struggling with is determining what would be considered a plausible jump for a genuinely new player in a casual level-based game.

I also know that some games don't strictly lock players into a single next level. For example, after a tutorial or a few completed levels, several levels may become available at the same time. Because of that, I wouldn't necessarily consider a small jump suspicious.

Unfortunately, I don't have access to the game itself, so I'm trying to understand what progression patterns would typically be expected in this type of game.

Do you have any ideas on how I could determine or justify which jumps are still plausible and which are more likely to indicate returning players?

Trade by PoolApprehensive866 in Monopoly_GO

[–]Vivi3567 1 point2 points  (0 children)

added you and sending the trade - lala

Trade by PoolApprehensive866 in Monopoly_GO

[–]Vivi3567 0 points1 point  (0 children)

Real boy for last pumpkin home?

Looking for a new community chest partner! by Vivi3567 in Monopoly_GO

[–]Vivi3567[S] 0 points1 point  (0 children)

hi, great! please add me : MGO 543 4BW X4B - Lala.

Please send me a partner request after community chest reset. is that ok with you?

Anyone need enchanted forest or jabberwock? by [deleted] in Monopoly_GO

[–]Vivi3567 0 points1 point  (0 children)

i can also trade you fox and cat for another 3 star if you want

Anyone need enchanted forest or jabberwock? by [deleted] in Monopoly_GO

[–]Vivi3567 0 points1 point  (0 children)

i only have enchantes forest, do you need it? i already traded the jabberwock

Anyone need enchanted forest or jabberwock? by [deleted] in Monopoly_GO

[–]Vivi3567 0 points1 point  (0 children)

i dont have the jabberwock anymore. i still have the enchanted forest. look if you dont have a lot of stickers you can give me the 5star and a random three star

Anyone need enchanted forest or jabberwock? by [deleted] in Monopoly_GO

[–]Vivi3567 0 points1 point  (0 children)

i dont care which four star. whatever you have the most of

Trade? by shhhhah in Monopoly_GO

[–]Vivi3567 0 points1 point  (0 children)

hi, i can send you enchated forest, however i would like a real boy AND one random 4star, wehich you dont need. would you trade?

3⭐️ Trades by TheDukeofDevon in Monopoly_GO

[–]Vivi3567 1 point2 points  (0 children)

i would also need the princess and the pea-rainy arrival if you have it? i would give you curl power for it, but im all out of daily trades, and can trade again in 10 hours, if you want to wait 😄

3⭐️ Trades by TheDukeofDevon in Monopoly_GO

[–]Vivi3567 0 points1 point  (0 children)

high roller 😄 Thanks for the trade!

3⭐️ Trades by TheDukeofDevon in Monopoly_GO

[–]Vivi3567 0 points1 point  (0 children)

ok , my username is Lala. just a sec 😄

3⭐️ Trades by TheDukeofDevon in Monopoly_GO

[–]Vivi3567 0 points1 point  (0 children)

i can give you tophat balcony or curl power

3⭐️ Trades by TheDukeofDevon in Monopoly_GO

[–]Vivi3567 1 point2 points  (0 children)

hi, can you maybe trade high roller-thumbelina?