Marketing and Analytics

Murat Hacioglu
•
•
•
January 26, 2026
Jan 26, 2026
Jan 26, 2026
Jan 26, 2026




Telecom operators run thousands of campaigns every year— top-ups, data bundles, roaming offers, device upgrades, retention journeys.
Yet one question remains surprisingly hard to answer:
Which campaigns actually increase ARPU and reduce churn incrementally?
At B2Metric, we built our Campaign Analysis capability specifically to help telecom teams move beyond engagement metrics and understand true commercial impact.
Why Traditional Telecom Campaign Reporting Falls Short
Most telecom campaign dashboards focus on:
Open and click rates
Take-up ratios
Gross conversions
But these metrics don’t answer the real business questions:
Would the customer have purchased anyway?
How much incremental ARPU did this campaign generate?
Did the campaign reduce churn-driven revenue loss?
Was the campaign worth the incentive cost?
Without a control group, uplift cannot be proven.
Campaign Analysis Built for Telecom Reality
B2Metric’s Campaign Analysis is built on a Test vs Control Group methodology that telecom operators trust for CVM decisions.
For every campaign, we compare:
A Test Group exposed to the offer
A statistically similar Control Group not exposed
This allows operators to measure:
Incremental ARPU
Revenue uplift
Conversion efficiency
Frequency of re-purchase or top-up
True ROI of CVM campaigns
A Real Telecom Campaign Example
Campaign Context
Segment: Customers with recent purchase activity (Last Purchase 45 Days)
Channel: Digital outbound (Email / Push / In-App)
Period: 15–30 December
Users: 100K Test vs 100K Control
This setup mirrors a typical telecom upsell or retention campaign.
What the Results Reveal
Incremental Revenue per User (ARPU Lift)
Test Group: $9.95
Control Group: $6.75
+47.3% incremental uplift
This is pure incremental ARPU, not gross revenue.
Conversion Rate
Test Group: 4.68%
Control Group: 3.82%
+22.4% uplift
The campaign materially changed customer behavior.
Order / Purchase Frequency
Test Group: 1.25
Control Group: 1.176
+6.2% increase
Customers didn’t just convert—they purchased more often.
Average Order Value (Bundle Size)
Test Group: $170
Control Group: $150
+13.3% uplift
Offer design and timing influenced basket value.
Total Revenue Impact
Control Group Revenue: $675K
Test Group Revenue: $994.5K
+47.3% incremental revenue
This is the number telecom CFOs and CCOs care about.
Continuous Campaign Monitoring—Not Post-Mortems
Telecom campaigns don’t operate in isolation.
With B2Metric’s daily performance tracking, teams can:
Detect offer fatigue early
Identify saturation points
Optimize campaigns while they are live
Stop underperforming campaigns before the budget is wasted
Campaign analysis becomes operational, not retrospective.
Why This Changes CVM Decision-Making
With B2Metric Campaign Analysis, telecom teams can:
Prove which CVM campaigns truly increase ARPU
Separate organic demand from campaign-driven uplift
Optimize incentive and discount strategies
Reduce churn-related revenue leakage
Align Marketing, CVM, Product, and Finance on the same revenue truth
From Campaign Analysis to AI-Driven Optimization
Campaign Analysis is the foundation of Campaign Revenue Booster.
Once telecom operators know:
Which segments respond profitably
Which offers generate real uplift
Which channels deliver the highest ROI
They can let AI optimize future campaigns automatically—for revenue, not volume.
Our Belief at B2Metric
Telecom growth should be driven by incremental value, not activity.
If a campaign doesn’t increase ARPU or reduce churn incrementally, it’s not growth—it’s noise.
Campaign Analysis helps telecom operators move from:
CVM execution → CVM impact
Campaign volume → Revenue accountability
Assumptions → Evidence
From CVM campaigns to incremental ARPU. Powered by data. Optimized by AI. B2Metric.
From campaigns to revenue. Powered by data. Enabled by AI. B2Metric
Get started for free: https://analytics.b2metric.com/tr/auth/login
Telecom operators run thousands of campaigns every year— top-ups, data bundles, roaming offers, device upgrades, retention journeys.
Yet one question remains surprisingly hard to answer:
Which campaigns actually increase ARPU and reduce churn incrementally?
At B2Metric, we built our Campaign Analysis capability specifically to help telecom teams move beyond engagement metrics and understand true commercial impact.
Why Traditional Telecom Campaign Reporting Falls Short
Most telecom campaign dashboards focus on:
Open and click rates
Take-up ratios
Gross conversions
But these metrics don’t answer the real business questions:
Would the customer have purchased anyway?
How much incremental ARPU did this campaign generate?
Did the campaign reduce churn-driven revenue loss?
Was the campaign worth the incentive cost?
Without a control group, uplift cannot be proven.
Campaign Analysis Built for Telecom Reality
B2Metric’s Campaign Analysis is built on a Test vs Control Group methodology that telecom operators trust for CVM decisions.
For every campaign, we compare:
A Test Group exposed to the offer
A statistically similar Control Group not exposed
This allows operators to measure:
Incremental ARPU
Revenue uplift
Conversion efficiency
Frequency of re-purchase or top-up
True ROI of CVM campaigns
A Real Telecom Campaign Example
Campaign Context
Segment: Customers with recent purchase activity (Last Purchase 45 Days)
Channel: Digital outbound (Email / Push / In-App)
Period: 15–30 December
Users: 100K Test vs 100K Control
This setup mirrors a typical telecom upsell or retention campaign.
What the Results Reveal
Incremental Revenue per User (ARPU Lift)
Test Group: $9.95
Control Group: $6.75
+47.3% incremental uplift
This is pure incremental ARPU, not gross revenue.
Conversion Rate
Test Group: 4.68%
Control Group: 3.82%
+22.4% uplift
The campaign materially changed customer behavior.
Order / Purchase Frequency
Test Group: 1.25
Control Group: 1.176
+6.2% increase
Customers didn’t just convert—they purchased more often.
Average Order Value (Bundle Size)
Test Group: $170
Control Group: $150
+13.3% uplift
Offer design and timing influenced basket value.
Total Revenue Impact
Control Group Revenue: $675K
Test Group Revenue: $994.5K
+47.3% incremental revenue
This is the number telecom CFOs and CCOs care about.
Continuous Campaign Monitoring—Not Post-Mortems
Telecom campaigns don’t operate in isolation.
With B2Metric’s daily performance tracking, teams can:
Detect offer fatigue early
Identify saturation points
Optimize campaigns while they are live
Stop underperforming campaigns before the budget is wasted
Campaign analysis becomes operational, not retrospective.
Why This Changes CVM Decision-Making
With B2Metric Campaign Analysis, telecom teams can:
Prove which CVM campaigns truly increase ARPU
Separate organic demand from campaign-driven uplift
Optimize incentive and discount strategies
Reduce churn-related revenue leakage
Align Marketing, CVM, Product, and Finance on the same revenue truth
From Campaign Analysis to AI-Driven Optimization
Campaign Analysis is the foundation of Campaign Revenue Booster.
Once telecom operators know:
Which segments respond profitably
Which offers generate real uplift
Which channels deliver the highest ROI
They can let AI optimize future campaigns automatically—for revenue, not volume.
Our Belief at B2Metric
Telecom growth should be driven by incremental value, not activity.
If a campaign doesn’t increase ARPU or reduce churn incrementally, it’s not growth—it’s noise.
Campaign Analysis helps telecom operators move from:
CVM execution → CVM impact
Campaign volume → Revenue accountability
Assumptions → Evidence
From CVM campaigns to incremental ARPU. Powered by data. Optimized by AI. B2Metric.
From campaigns to revenue. Powered by data. Enabled by AI. B2Metric
Get started for free: https://analytics.b2metric.com/tr/auth/login
Telecom operators run thousands of campaigns every year— top-ups, data bundles, roaming offers, device upgrades, retention journeys.
Yet one question remains surprisingly hard to answer:
Which campaigns actually increase ARPU and reduce churn incrementally?
At B2Metric, we built our Campaign Analysis capability specifically to help telecom teams move beyond engagement metrics and understand true commercial impact.
Why Traditional Telecom Campaign Reporting Falls Short
Most telecom campaign dashboards focus on:
Open and click rates
Take-up ratios
Gross conversions
But these metrics don’t answer the real business questions:
Would the customer have purchased anyway?
How much incremental ARPU did this campaign generate?
Did the campaign reduce churn-driven revenue loss?
Was the campaign worth the incentive cost?
Without a control group, uplift cannot be proven.
Campaign Analysis Built for Telecom Reality
B2Metric’s Campaign Analysis is built on a Test vs Control Group methodology that telecom operators trust for CVM decisions.
For every campaign, we compare:
A Test Group exposed to the offer
A statistically similar Control Group not exposed
This allows operators to measure:
Incremental ARPU
Revenue uplift
Conversion efficiency
Frequency of re-purchase or top-up
True ROI of CVM campaigns
A Real Telecom Campaign Example
Campaign Context
Segment: Customers with recent purchase activity (Last Purchase 45 Days)
Channel: Digital outbound (Email / Push / In-App)
Period: 15–30 December
Users: 100K Test vs 100K Control
This setup mirrors a typical telecom upsell or retention campaign.
What the Results Reveal
Incremental Revenue per User (ARPU Lift)
Test Group: $9.95
Control Group: $6.75
+47.3% incremental uplift
This is pure incremental ARPU, not gross revenue.
Conversion Rate
Test Group: 4.68%
Control Group: 3.82%
+22.4% uplift
The campaign materially changed customer behavior.
Order / Purchase Frequency
Test Group: 1.25
Control Group: 1.176
+6.2% increase
Customers didn’t just convert—they purchased more often.
Average Order Value (Bundle Size)
Test Group: $170
Control Group: $150
+13.3% uplift
Offer design and timing influenced basket value.
Total Revenue Impact
Control Group Revenue: $675K
Test Group Revenue: $994.5K
+47.3% incremental revenue
This is the number telecom CFOs and CCOs care about.
Continuous Campaign Monitoring—Not Post-Mortems
Telecom campaigns don’t operate in isolation.
With B2Metric’s daily performance tracking, teams can:
Detect offer fatigue early
Identify saturation points
Optimize campaigns while they are live
Stop underperforming campaigns before the budget is wasted
Campaign analysis becomes operational, not retrospective.
Why This Changes CVM Decision-Making
With B2Metric Campaign Analysis, telecom teams can:
Prove which CVM campaigns truly increase ARPU
Separate organic demand from campaign-driven uplift
Optimize incentive and discount strategies
Reduce churn-related revenue leakage
Align Marketing, CVM, Product, and Finance on the same revenue truth
From Campaign Analysis to AI-Driven Optimization
Campaign Analysis is the foundation of Campaign Revenue Booster.
Once telecom operators know:
Which segments respond profitably
Which offers generate real uplift
Which channels deliver the highest ROI
They can let AI optimize future campaigns automatically—for revenue, not volume.
Our Belief at B2Metric
Telecom growth should be driven by incremental value, not activity.
If a campaign doesn’t increase ARPU or reduce churn incrementally, it’s not growth—it’s noise.
Campaign Analysis helps telecom operators move from:
CVM execution → CVM impact
Campaign volume → Revenue accountability
Assumptions → Evidence
From CVM campaigns to incremental ARPU. Powered by data. Optimized by AI. B2Metric.
From campaigns to revenue. Powered by data. Enabled by AI. B2Metric
Get started for free: https://analytics.b2metric.com/tr/auth/login
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