Time Series Analytics

New Advocate Time Series

Track how many new Advocates join the program over time.

Insights:

• Program adoption rate
• Growth trends
• Impact of promotions

Referral Share Time Series

Track when Advocates share their referral links.

Insights:

• Sharing patterns (days/times)
• Campaign effectiveness
• Seasonal trends

Referral Click Time Series

Track when referral links are clicked.

Insights:

• When Friends are most engaged
• Response time to shares
• Best timing for referral campaigns

Referral Claim/Rejection Time Series

Track Friend discount claims over time.

Shows:

• Claims: Friends who entered email and received discount
• Rejections: Pop-ups closed without claiming

Optimization:

• Low claim rate? Improve pop-up copy or discount offer
• High rejection? Test different discount amounts

Campaign Revenue by Day

Daily revenue from referral purchases.

Use Cases:

• Track revenue trends
• Identify peak days
• Measure promotion impact
• Forecast revenue

Please check more about it here: https://key-stone.app/docs/loyalties/referrals/analytics.html#time-series-analytics