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xFP output · last refresh 14 Jul 2026, 09:42 IST

Today’s Optimal XI

Live ranked output of the CricJosh xFP engine under the 100-credit cap. Each player row carries a point estimate, an 80% confidence band and the dominant signal that drove the ranking. Refreshes automatically once Toss and playing XI are public.

Worked Example
SRH vs RCB · Uppal, Hyderabad
Evening slot
7:30 PM IST · dew delta +0.18 xFP
Sunrisers Hyderabad
Sunrisers Hyderabad
VS
Royal Challengers Bengaluru
Royal Challengers Bengaluru
Venue behaviour score
Balanced, batting-friendly phase-2
Avg powerplay 7.9 r/o · death economy 9.4 r/o
Win-probability band (pre-toss)
SRH 52% · RCB 48%
Wide band: high dew uncertainty

Optimal XI (output)

Total credits: 99.0 · max from one team: 6 (SRH)
RolePlayerTeamCr.xFP80% bandDominant signal
WKPhil SaltRCB9.578.261–95powerplay vs LH pace
BATRajat PatidarRCB10.571.654–88venue form (Uppal)
BATTravis HeadSRH11.086.468–105powerplay form
ARHeinrich KlaasenSRH10.064.046–82vs LH spin (death)
ARSunil NarineKKR9.058.742–75economy at Eden
BOWJasprit BumrahMI11.069.352–86death-over economy
BOWRashid KhanGT10.562.146–78middle-overs wicket probability
BOWT. BoultMI9.555.440–71new-ball swing (Uppal)
BATS. SudharsanGT9.560.844–77vs RH pace (middle)
WKIshan KishanSRH8.549.234–64lower-order cameo
ARA. RussellKKR10.558.038–78death-overs batting + bowl

xFP = expected fantasy points from the regression. The 80% band is the residual interval from the model and is published for every row so you can see how confident the engine is in the ordering.

Method

How the engine produces this table

  1. 1

    Pull inputs

    Playing XI feed, venue dew/temperature, Cricsheet last-30-over ball-by-ball sample.

  2. 2

    Score each player

    Batters and bowlers ranked by expected fantasy points (xFP) under the Dream11 scoring table. Confidence interval is the 80% band from the regression residual.

  3. 3

    Solve under constraints

    Integer programme picks the optimal 11 within the 100-credit cap, respecting role mix (1 WK, 3-6 BAT, 1-4 AR, 3-6 BOWL) and max-7-from-one-team.

  4. 4

    Apply captaincy overlay

    Captaincy multiplier overlay adds a venue/phase uplift on top of xFP. The captain picker is run as a separate ranking.

  5. 5

    Publish & log

    Output is published with full player rows. After the match the row-level outcomes are written back to the backtest log so the rolling hit-rate stays auditable.

Read the band, not the rank.If the top row has a wide band (e.g. 38–78) it means the engine isn’t confident in the rank ordering — any of the next 3–4 rows are plausible. The captain overlay will tilt captaincy towards rows with tighter bands.