KAJA Analytics - 7 Day A/B

Players = assigned cohort (unique users whose first variant is this arm). Samples = completed first visits in that same cohort (hub↔variant teleports within 900s count as one visit). <1m / ≥5m / ≥10m / ≥30m = first-session length buckets. Avg PT = mean lifetime playtime (total across visits; zeros excluded). Retention (1H…24H, D0…D7) only includes players whose first visit has ended and the metric's full window has closed since that end (e.g. 12H → 12h ago, 24H → 24h, D1 → 48h). Teleport hops inside the first visit do not start the 1H clock. — = no eligible players yet. Green = best in column.

Player funnel

One row per step. Main, then A–F. Conversion and users.

Hub & join

Step	Maindefault · n=1,597	Default2n=1,690	Avgall versions
assignment	100%1,595	100%1,688	100%1641.5
variant_join	98%1,562	97%1,647	98%1604.5
variant_ready	97%1,554	97%1,637	97%1595.5
hub_join	91%1,453	90%1,516	90%1484.5
hub_assigned	90%1,440	89%1,506	90%1473.0
hub_teleport_out	87%1,385	85%1,438	86%1411.5
hub_assigned_random	81%1,288	78%1,323	79%1305.5
hub_assigned_saved	21%335	21%360	21%347.5
hub_assigned_friend	2%26	1%25	2%25.5
hub_follow_join	0%0	0%0	0%0.0

Speed

Step	Maindefault · n=1,597	Default2n=1,690	Avgall versions
speed_multi_any	0%0	0%0	0%0.0

Treadmills

Step	Maindefault · n=1,597	Default2n=1,690	Avgall versions
treadmill_any	0%0	0%0	0%0.0

Match

Step	Maindefault · n=1,597	Default2n=1,690	Avgall versions
match_start	68%1,092	69%1,172	69%1132.0
lobby_return	12%188	14%235	13%211.5

Dig

Step	Maindefault · n=1,597	Default2n=1,690	Avgall versions
dig_any	65%1,041	66%1,115	66%1078.0
dig_1	65%1,041	66%1,115	66%1078.0
dig_2	65%1,041	66%1,114	66%1077.5
dig_3	65%1,037	66%1,112	65%1074.5
dig_4	65%1,033	66%1,109	65%1071.0
dig_5	64%1,027	65%1,106	65%1066.5
dig_6	64%1,021	65%1,100	65%1060.5
dig_7	64%1,018	65%1,098	64%1058.0
dig_8	63%1,013	65%1,092	64%1052.5
dig_9	63%1,007	64%1,081	64%1044.0
dig_10	62%997	63%1,068	63%1032.5
dig_12	61%977	62%1,051	62%1014.0
dig_15	59%936	60%1,013	59%974.5
dig_18	51%809	51%860	51%834.5
dig_20	50%803	50%849	50%826.0
dig_25	48%764	49%827	48%795.5
dig_30	46%728	47%787	46%757.5
dig_35	41%656	43%721	42%688.5
dig_40	40%632	41%698	40%665.0
dig_45	38%608	40%682	39%645.0
dig_50	35%564	38%646	37%605.0
dig_60	34%541	36%616	35%578.5
dig_75	31%495	34%573	32%534.0
dig_100	28%455	31%526	30%490.5
dig_125	26%420	29%491	28%455.5
dig_150	24%386	27%453	25%419.5
dig_175	22%357	25%428	24%392.5
dig_200	21%337	24%403	22%370.0
dig_250	19%304	21%358	20%331.0
dig_300	17%273	19%320	18%296.5
dig_400	14%227	16%267	15%247.0
dig_500	12%193	13%228	13%210.5
dig_750	7%114	8%132	7%123.0
dig_1000	4%59	3%55	3%57.0

Checkpoints

Step	Maindefault · n=1,597	Default2n=1,690	Avgall versions
checkpoint_any	23%375	26%441	25%408.0
checkpoint_2	23%375	26%441	25%408.0
checkpoint_3	19%307	22%364	20%335.5
checkpoint_4	16%249	18%308	17%278.5
checkpoint_5	12%187	13%223	12%205.0
checkpoint_6	10%157	11%185	10%171.0
checkpoint_7	8%130	9%158	9%144.0

Speed & levels

Step	Maindefault · n=1,597	Default2n=1,690	Avgall versions
level_any	0%0	0%0	0%0.0

Wins

Step	Maindefault · n=1,597	Default2n=1,690	Avgall versions
win_any	0%0	0%0	0%0.0

Machines

Step	Maindefault · n=1,597	Default2n=1,690	Avgall versions
deposit_any	56%891	56%953	56%922.0
deposit_1	56%891	56%953	56%922.0
extract_any	56%891	56%953	56%922.0
extract_1	56%891	56%953	56%922.0
extract_2	56%891	56%952	56%921.5
extract_3	56%888	56%952	56%920.0
extract_4	56%887	56%951	56%919.0
extract_5	55%883	56%948	56%915.5
extract_6	55%881	56%947	56%914.0
extract_7	55%879	56%939	55%909.0
collect_any	52%837	53%891	53%864.0
collect_1	52%837	53%891	53%864.0
deposit_2	45%726	46%775	46%750.5
extract_8	45%717	45%766	45%741.5
extract_9	45%717	45%766	45%741.5
extract_10	45%715	45%764	45%739.5
extract_12	44%710	45%763	45%736.5
collect_2	44%696	45%754	44%725.0
deposit_3	38%613	40%679	39%646.0
extract_15	39%617	40%676	39%646.5
extract_20	38%604	40%670	39%637.0
collect_3	37%596	39%664	38%630.0
extract_25	34%543	37%630	36%586.5
deposit_4	34%546	37%620	35%583.0
collect_4	33%523	36%601	34%562.0
extract_30	32%514	35%587	33%550.5
deposit_5	32%504	34%577	33%540.5
extract_40	30%487	33%550	32%518.5
collect_5	30%479	32%549	31%514.0
deposit_6	30%477	32%545	31%511.0
extract_50	28%451	31%521	30%486.0
deposit_7	27%439	31%516	29%477.5
collect_6	28%441	29%498	29%469.5
deposit_8	26%415	29%495	28%455.0
deposit_9	24%389	28%468	26%428.5
collect_7	25%403	28%466	26%434.5
extract_75	24%389	27%462	26%425.5
deposit_10	23%366	26%445	25%405.5
collect_8	23%368	26%440	25%404.0
extract_100	22%354	25%423	24%388.5
collect_9	22%344	25%417	23%380.5
deposit_12	21%336	23%394	22%365.0
collect_10	20%326	23%392	22%359.0
extract_150	19%305	21%360	20%332.5
collect_12	18%281	20%345	19%313.0
deposit_15	18%284	20%339	19%311.5
extract_200	17%271	19%326	18%298.5
collect_15	15%232	18%296	16%264.0
deposit_20	14%219	15%261	15%240.0
collect_20	12%185	13%214	12%199.5
deposit_25	11%173	12%195	11%184.0
collect_25	8%131	10%169	9%150.0
deposit_30	8%121	8%143	8%132.0
collect_30	6%94	8%138	7%116.0
collect_40	4%67	5%77	4%72.0
deposit_40	4%62	4%61	4%61.5
collect_50	2%39	3%57	3%48.0
deposit_50	2%36	2%29	2%32.5
collect_75	1%16	2%30	1%23.0
collect_100	1%8	1%17	1%12.5
deposit_75	0%6	0%8	0%7.0
collect_150	0%5	0%7	0%6.0
collect_200	0%2	0%4	0%3.0
deposit_100	0%2	0%2	0%2.0
deposit_150	—	0%1	0%1.0
deposit_200	—	0%1	0%1.0

Upgrades

Step	Maindefault · n=1,597	Default2n=1,690	Avgall versions
upgrade_any	45%718	44%749	45%733.5
upgrade_1	45%718	44%749	45%733.5
upgrade_2	41%655	41%694	41%674.5
upgrade_3	39%621	39%657	39%639.0
upgrade_4	37%590	37%623	37%606.5
upgrade_5	34%546	35%591	35%568.5
upgrade_node_SharpEdge1	34%540	35%586	34%563.0
upgrade_node_SwingTempo1	33%531	33%565	33%548.0
upgrade_6	32%512	33%563	33%537.5
upgrade_7	30%476	32%535	31%505.5
upgrade_8	28%454	30%507	29%480.5
upgrade_9	26%421	29%491	28%456.0
upgrade_node_ExpandPack1	29%456	29%487	29%471.5
upgrade_10	26%409	28%477	27%443.0
upgrade_node_RockSplitter1	26%408	27%463	26%435.5
upgrade_12	24%389	26%446	25%417.5
upgrade_node_RapidDig1	24%385	26%433	25%409.0
upgrade_node_HeavyHead1	22%356	25%430	24%393.0
upgrade_node_DeepPockets1	22%354	25%416	23%385.0
upgrade_15	22%351	24%410	23%380.5
upgrade_node_TurboSwing1	22%359	24%409	23%384.0
upgrade_node_WideMouth1	23%368	24%402	23%385.0
upgrade_node_SharpEdge2	21%332	23%395	22%363.5
upgrade_node_SoilBreaker1	21%332	23%393	22%362.5
upgrade_node_WalkSpeed1	22%349	23%385	22%367.0
upgrade_node_LuckyStrike1	21%329	23%381	22%355.0
upgrade_node_BulkSack1	21%340	22%376	22%358.0
upgrade_node_SwingTempo2	19%304	21%355	20%329.5
upgrade_node_LightningDig1	18%289	21%351	19%320.0
upgrade_20	18%294	21%350	20%322.0
upgrade_node_DiamondValue1	18%280	20%342	19%311.0
upgrade_node_ToughBoots1	18%282	20%342	19%312.0
upgrade_node_SoftStraps1	18%295	20%337	19%316.0
upgrade_node_ExpandPack2	18%288	20%336	19%312.0
upgrade_25	16%253	18%303	17%278.0
upgrade_node_IronSkin1	17%264	18%296	17%280.0
upgrade_node_DeepPockets2	16%251	17%295	17%273.0
upgrade_node_WideMouth2	15%243	17%294	16%268.5
upgrade_node_OreValue1	16%251	17%291	16%271.0
upgrade_node_RapidDig2	15%237	17%291	16%264.0
upgrade_node_RockSplitter2	16%249	17%289	16%269.0
upgrade_node_Agility1	15%241	17%284	16%262.5
upgrade_node_TurboSwing2	15%232	17%284	16%258.0
upgrade_node_BulkSack2	15%237	17%283	16%260.0
upgrade_node_FleetFoot1	17%264	17%283	17%273.5
upgrade_node_RichVein1	15%239	17%280	16%259.5
upgrade_30	14%218	16%273	15%245.5
upgrade_node_HeavyHead2	13%213	15%256	14%234.5
upgrade_node_FortuneFind1	13%213	14%244	14%228.5
upgrade_node_ThickHide1	13%210	14%242	14%226.0
upgrade_node_WalkSpeed2	13%204	14%238	13%221.0
upgrade_node_SoftStraps2	12%193	14%231	13%212.0
upgrade_node_SoilBreaker2	11%183	14%229	13%206.0
upgrade_node_Dash1	12%194	13%225	13%209.5
upgrade_node_Balance1	12%187	13%223	12%205.0
upgrade_node_WideMouth3	11%182	13%223	12%202.5
upgrade_node_CrystalFind1	11%180	13%222	12%201.0
upgrade_node_PocketOre1	12%190	13%217	12%203.5
upgrade_node_LuckyStrike2	12%189	13%216	12%202.5
upgrade_node_SwingTempo3	10%167	12%211	11%189.0
upgrade_node_LightningDig2	11%176	12%210	12%193.0
upgrade_node_PrismFind1	10%165	12%210	11%187.5
upgrade_node_SteadyFeet1	12%185	12%210	12%197.5
upgrade_node_ToughBoots2	11%180	12%209	12%194.5
upgrade_40	11%177	12%208	12%192.5
upgrade_node_Paydirt1	11%183	12%203	12%193.0
upgrade_node_RapidDig3	10%160	12%203	11%181.5
upgrade_node_FleetFoot2	12%190	12%201	12%195.5
upgrade_node_ExpandPack3	10%165	12%197	11%181.0
upgrade_node_SharpEdge3	10%157	11%193	11%175.0
upgrade_node_IronSkin2	11%168	11%190	11%179.0
upgrade_node_Agility2	10%160	11%183	10%171.5
upgrade_node_DeepPockets3	9%142	11%178	10%160.0
upgrade_node_OreValue2	10%157	10%177	10%167.0
upgrade_node_RockSplitter3	8%129	10%172	9%150.5
upgrade_node_BulkSack3	9%142	10%169	9%155.5
upgrade_node_GleamCut1	9%147	10%166	10%156.5
upgrade_50	9%139	10%163	9%151.0
upgrade_node_RichVein2	9%139	9%160	9%149.5
upgrade_node_TurboSwing3	8%129	9%156	9%142.5
upgrade_node_HeavyHead3	8%132	9%148	9%140.0
upgrade_node_ThickHide2	9%137	9%148	9%142.5
upgrade_node_FortuneFind2	7%119	8%142	8%130.5
upgrade_node_DiamondValue2	7%105	8%141	7%123.0
upgrade_node_WalkSpeed3	7%117	8%138	8%127.5
upgrade_node_FacetFind1	6%100	8%134	7%117.0
upgrade_node_Agility3	7%110	8%132	7%121.0
upgrade_node_SoftStraps3	7%113	8%132	7%122.5
upgrade_node_SteadyFeet2	8%120	8%132	8%126.0
upgrade_node_Paydirt2	6%103	8%127	7%115.0
upgrade_node_LightningDig3	7%114	7%126	7%120.0
upgrade_node_Dash2	7%116	7%125	7%120.5
upgrade_node_ToughBoots3	7%106	7%120	7%113.0
upgrade_node_Balance2	7%112	7%117	7%114.5
upgrade_node_SoilBreaker3	6%98	7%116	7%107.0
upgrade_node_WideMouth4	7%104	7%115	7%109.5
upgrade_node_FleetFoot3	6%92	7%114	6%103.0
upgrade_node_SwingTempo4	6%95	7%111	6%103.0
upgrade_node_PocketOre2	6%97	7%110	6%103.5
upgrade_node_CrystalFind2	5%85	6%104	6%94.5
upgrade_node_IronSkin3	6%90	6%104	6%97.0
upgrade_node_ThickHide3	6%91	6%101	6%96.0
upgrade_node_LuckyStrike3	5%73	6%97	5%85.0
upgrade_node_RapidDig4	6%88	6%95	6%91.5
upgrade_node_RichVein3	5%80	6%94	5%87.0
upgrade_node_OreValue3	5%74	5%92	5%83.0
upgrade_node_PrismFind2	5%79	5%90	5%84.5
upgrade_node_ExpandPack4	5%79	5%87	5%83.0
upgrade_node_GleamCut2	5%76	5%87	5%81.5
upgrade_node_Dash3	5%77	5%82	5%79.5
upgrade_node_DeepPockets4	5%77	5%81	5%79.0
upgrade_node_SteadyFeet3	5%76	4%76	5%76.0
upgrade_node_SharpEdge4	5%72	5%77	5%74.5
upgrade_node_FortuneFind3	4%59	4%76	4%67.5
upgrade_node_HeavyHead4	4%70	4%76	4%73.0
upgrade_node_BulkSack4	4%71	4%73	4%72.0
upgrade_node_FacetFind2	4%57	4%73	4%65.0
upgrade_node_TurboSwing4	4%61	4%72	4%66.5
upgrade_node_Balance3	4%68	4%66	4%67.0
upgrade_node_PrismFind3	3%55	4%71	4%63.0
upgrade_node_RockSplitter4	4%65	4%70	4%67.5
upgrade_node_LightningDig4	4%66	4%66	4%66.0
upgrade_node_Paydirt3	4%58	4%68	4%63.0
upgrade_node_PocketOre3	3%54	4%67	4%60.5
upgrade_node_WalkSpeed4	4%56	4%67	4%61.5
upgrade_node_Agility4	4%56	4%65	4%60.5
upgrade_node_IronSkin4	4%57	3%47	3%52.0
upgrade_node_ToughBoots4	3%55	4%60	3%57.5
upgrade_node_FleetFoot4	4%56	3%54	3%55.0
upgrade_node_SoilBreaker4	4%56	3%55	3%55.5
upgrade_node_SoftStraps4	3%54	3%50	3%52.0
upgrade_node_DiamondValue3	3%44	3%55	3%49.5
upgrade_node_ThickHide4	3%51	3%48	3%49.5
upgrade_node_CrystalFind3	3%46	3%52	3%49.0
upgrade_node_SteadyFeet4	3%48	2%37	3%42.5
upgrade_node_GleamCut3	3%47	3%48	3%47.5
upgrade_node_RichVein4	3%42	3%46	3%44.0
upgrade_node_FacetFind3	2%39	2%38	2%38.5
upgrade_node_FortuneFind4	2%33	2%41	2%37.0
upgrade_node_Balance4	2%38	2%34	2%36.0
upgrade_node_OreValue4	2%36	2%39	2%37.5
upgrade_node_Dash4	2%35	2%37	2%36.0
upgrade_node_LuckyStrike4	2%35	2%35	2%35.0
upgrade_node_Paydirt4	2%35	2%37	2%36.0
upgrade_node_PrismFind4	2%27	2%37	2%32.0
upgrade_node_CrystalFind4	2%28	2%33	2%30.5
upgrade_node_PocketOre4	2%29	2%31	2%30.0
upgrade_node_DiamondValue4	1%18	2%26	1%22.0
upgrade_node_GleamCut4	1%23	1%23	1%23.0
upgrade_node_FacetFind4	1%17	1%18	1%17.5

Combat

Step	Maindefault · n=1,597	Default2n=1,690	Avgall versions
zombie_kill_any	52%829	54%920	53%874.5
zombie_kill_1	52%829	54%920	53%874.5
zombie_kill_2	42%676	46%777	44%726.5
zombie_kill_3	37%588	40%675	38%631.5
zombie_kill_4	33%520	35%599	34%559.5
zombie_kill_5	30%478	33%558	31%518.0
zombie_kill_6	28%445	31%522	29%483.5
zombie_kill_7	26%420	30%500	28%460.0
zombie_kill_8	25%400	28%473	27%436.5
zombie_kill_9	24%380	27%450	25%415.0
zombie_kill_10	22%358	25%426	24%392.0
zombie_kill_12	21%331	23%392	22%361.5
zombie_kill_15	19%297	21%358	20%327.5
zombie_kill_20	16%252	18%297	17%274.5
zombie_kill_25	14%218	15%253	14%235.5
death_any	13%208	14%235	13%221.5
zombie_kill_30	11%180	13%212	12%196.0
zombie_kill_40	8%133	9%148	9%140.5
zombie_kill_50	5%84	6%101	6%92.5
zombie_kill_75	1%18	1%15	1%16.5
zombie_kill_100	0%2	0%5	0%3.5
zombie_kill_150	—	0%2	0%2.0
purchase_revive	0%1	—	0%1.0
revive	0%1	—	0%1.0
zombie_kill_200	—	0%1	0%1.0

Crystals

Step	Maindefault · n=1,597	Default2n=1,690	Avgall versions
crystal_collect	33%520	34%582	33%551.0
crystal_1	33%520	34%582	33%551.0
crystal_2	23%369	26%444	25%406.5
crystal_3	19%303	22%367	20%335.0
crystal_4	16%258	18%309	17%283.5
crystal_5	13%213	16%271	15%242.0
crystal_6	11%183	13%214	12%198.5
crystal_7	10%156	11%180	10%168.0
crystal_8	8%127	8%141	8%134.0
crystal_9	6%98	7%116	7%107.0
crystal_10	5%74	6%93	5%83.5
crystal_15	1%17	1%23	1%20.0
crystal_20	0%3	0%5	0%4.0
crystal_25	0%1	0%1	0%1.0
crystal_30	—	0%1	0%1.0

Chest

Step	Maindefault · n=1,597	Default2n=1,690	Avgall versions
chest_win	6%100	7%120	7%110.0
chest_rank_F	5%77	5%92	5%84.5
chest_rank_E	1%14	1%12	1%13.0
chest_rank_D	1%8	1%11	1%9.5
chest_rank_C	1%8	0%6	0%7.0
chest_rank_B	0%2	—	0%2.0
chest_rank_S	—	0%1	0%1.0

Shovels

Step	Maindefault · n=1,597	Default2n=1,690	Avgall versions
shovel_buy	6%89	6%109	6%99.0
shovel_equip	0%5	1%10	0%7.5

Purchases

Step	Maindefault · n=1,597	Default2n=1,690	Avgall versions
purchase_any	0%2	—	0%2.0
purchase_coin_pack	0%1	—	0%1.0

Place	Variant	Players	Score	Samples	<1m	≥5m	≥10m	≥30m	Avg PT	1H	4H	8H	12H	24H	D1	D2	D3	D4	D5	D6	D7
139861166127544	Default	1597	90.3 ctrl	1570	31.27%	36.11%	26.24%	7.64%	15m 3s	1.34%	1.56%	0.98%	0.65%	3.27%	2.69%	1.17%	0.50%	0.61%	0.37%	0.20%	0.32%
134137824603366	Default2	1690	103.9 +13.5	1662	30.08%	39.41%	29.54%	7.16%	17m 18s	2.06%	1.10%	0.55%	1.00%	2.95%	1.89%	0.74%	0.39%	0.41%	0.36%	0.57%	0.53%

KAJA Analytics - 7 Day A/B

Score vs Default

First session curve

Purchases

Player funnel