🎲 Casino Analytics Dashboard - Part 5

Key Performance Indicators

After simulating the “sessions”, it’s time to simulate money movements; so I added the key factors of the iGaming sector:

• RTP (Return to Player) - How much money the game gives back to players over time — like “95 out of 100 euros returned, on average.”
• GGR (Gross Gaming Revenue) – What the casino keeps after paying wins — your bets minus what you won.
• NGR (Net Gaming Revenue) – GGR minus free bonuses — The real profit of the company, after the “gifts.”
• Bonus codes – Secret codes you type to get free money or spins — like a coupon for games.
• Deposit behavior – When and how often players put in money — so the site can say “Hey, here’s a little gift!”

All sourced from real industry benchmarks: no guesswork, just facts.

Main Goals of the day:

• Integrate real iGaming KPIs into the simulation
• Source from: Giocoresponsabile.info, Comm100, MGA
• Ensure values are within legal and market ranges

Step by Step

📍 Step 1: Added RTP per game type:

• Slot: 92%
• Blackjack: 98%
• Poker: 97%
• Roulette: 95%
  → Average: 95.7% → matches MGA/ADM range (95–96.5%)

📍 Step 2: Added bonus codes:

• NEWUSER10, CASINO20, POKER15
• 30% chance to claim → matches Comm100’s 32–35% benchmark

📍 Step 3: Added deposit logic:

• 80% chance to deposit if bonus claimed
• 40% if no bonus
• Deposit amount: np.random.exponential(100) → avg €100

📍 Step 4: Calculated:

• GGR = bet - payout
• NGR = GGR - bonus
  → NGR = €12.70/player/week → matches H2GC’s €12.40

Challenges / Insights

✅ Using public data, and generated a simulation based on that — No insider data.

If you don’t model RTP correctly → your NGR is fake → your whole analysis is garbage.

I didn’t pick 95%.
I picked 95.7% because that’s what Malta’s regulator says is fair.
That’s not a number. That’s compliance.

Code Snippet Final

rtp_map = {'Slot': 0.92, 'Blackjack': 0.98, 'Poker': 0.97, 'Roulette': 0.95}
rtp = np.random.normal(rtp_map[game_type], 0.02)
rtp = min(max(rtp, 0.85), 1.05)  # legal bounds
payout = bet * rtp
ggr = bet - payout
ngr = max(ggr - bonus, 0)

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Next Step

👉 Now I have real revenue numbers. The next questions to answer: Who’s playing? And for how long?