How Telecom Companies Make Billions From Data Consumption: The Billion-Cedi Mechanics of Your Monthly Bundle

Every month, 20.6 million Ghanaians buy data bundles. They scroll, stream, trade, and talk. And every month, billions of cedis flow from their mobile money wallets and bank accounts into the coffers of telecom operators—particularly MTN Ghana, which alone generated GHS 4.29 billion in data revenue in just the first three months of 2026 .

That is GHS 4.29 billion. In 90 days.

The average subscriber does not see this machine. They see a GHS 10 bundle, a GHS 50 bundle, a Night King promotion. They see their balance deplete faster than expected and wonder where the money goes. The answer is not simple theft or mysterious consumption. It is a sophisticated, multi-layered business model that turns your daily scrolling into a multi-billion-cedi industry.

This High Street Business report explains the economics of mobile data in Ghana—how operators actually make money, what eats their margins, and why the price you pay is shaped by factors far beyond the control of any single company.

We draw on financial statements, regulatory directives, industry analyses, and operational data to answer a question every data consumer should understand: Where does the money from your data bundle actually go?

Part 1: The Billion-Cedi Numbers — MTN Ghana’s Data Goldmine

To understand the scale of the data business, look at MTN Ghana’s first-quarter 2026 results—released in April 2026 to immediate market attention .

Sources: MTN Ghana Q1 2026 Interim Report 

These numbers reveal three critical facts about the data business:

First, data is now the dominant revenue stream. At GHS 4.29 billion, data revenue alone exceeded the combined total of mobile money (GHS 1.71 billion) and voice services by a substantial margin . The smartphone—not the feature phone, not the USSD code—is the engine of telecom profitability.

Second, usage is exploding. The average MTN data subscriber now consumes nearly 19 gigabytes per month . This is not light browsing. This is video streaming, social media with auto-play enabled, cloud backups, and constant connectivity. Each gigabyte generates revenue.

Third, the business is extraordinarily profitable. An EBITDA margin of 61.2 percent means that for every cedi of service revenue, MTN keeps 61 pesewas as profit before interest, taxes, and depreciation . This is a margin that manufacturers and retailers can only dream of.

But MTN is the market leader with approximately 74 percent market share . Telecel and the soon-to-be-absorbed AT Ghana operate on thinner margins, though they have also benefited from rising data consumption.

Part 2: How Operators Actually Make Money From Data

The flow of money from your bundle purchase to operator profit follows a specific—and revealing—path.

Revenue Stream 1: Bundle Sales (The Obvious)

The most direct revenue stream is the one consumers see: you pay GHS 10, GHS 50, or GHS 400, and you receive data. These are not equal revenue sources. The pricing structure is deliberately tiered to capture different segments:

The profit paradox: small bundles deliver the highest profit per gigabyte but lower total revenue. Large bundles deliver lower profit per gigabyte but lock in heavy users who generate massive total data consumption. This is why operators promote both.

Revenue Stream 2: The “Unused Data” Windfall

This is the stream no operator advertises.

When a data bundle expires—daily, weekly, or monthly—any unused data is forfeited. For light users who buy daily bundles but do not use all the data, the operator collects full payment for a service only partially delivered. Telecel’s No-Expiry bundles were a direct response to consumer frustration with this model . But for MTN and for Telecel’s non-expiry bundles, expiry remains a significant profit driver.

The regulator has taken note. In June 2025, the National Communications Authority (NCA) reported that its billing integrity tests found no “unexpected data losses” . But this finding addressed technical accuracy—whether credited data remained intact—not the fairness of expiry policies.

Revenue Stream 3: Speed Tiers and Premium Access

Operators are increasingly segmenting not just by volume but by speed. A 20GB bundle at full 4G speed costs more than a 20GB bundle at throttled speed. This is price discrimination by quality—a sophisticated revenue optimization technique enabled by advanced policy and charging control systems .

Revenue Stream 4: Application-Specific Passes

WhatsApp passes, social media passes, video streaming passes—these are not consumer charities. They are targeted products designed to:

• Extract revenue from users who would otherwise buy nothing

• Capture spending that would go to general data bundles (cannibalization, but controlled)

• Build usage habits that lead to larger bundles

Part 3: The Massive Costs Operators Never Stop Paying

Revenue is only half the story. The billions that flow into MTN’s accounts are offset by equally massive costs—costs that explain why data is not cheaper.

Cost 1: Fibre Cable Destruction (The Hidden Crisis)

Between 2021 and 2025, Ghana’s telecom operators recorded 33,878 fibre cuts nationwide . The cost of repairs over this period: an estimated US$69.3 million (approximately GHS 1 billion at current exchange rates) .

The breakdown by year reveals a worsening crisis:

Source: Ghana Chamber of Telecommunications data 

What causes fibre cuts? Excavation works by road contractors and private developers who dig without coordinating with telecom operators . The problem is so severe that the Chamber of Telecommunications is pursuing legal action and proposing amendments to impose criminal penalties on offenders.

Telecel Ghana is the most affected operator because of the extensive underground fibre network it inherited from the former Ghana Telecom . But MTN and AT are also heavily impacted.

The consumer impact: Every fibre cut disrupts service, requires expensive repairs, and ultimately increases the cost of delivering data. These costs are passed on—in part—to subscribers.

Cost 2: Electricity for Tower Operations

Communications Minister Sam George has noted that nearly 80 percent of costs for independent tower companies are tied to electricity . Telecom towers operate 24/7, consuming power for transmission, cooling, and backup systems. Ghana’s electricity tariffs—though subject to ongoing negotiations for a specialised telecom tariff—remain a major operational expense .

Cost 3: Imported Equipment and Cedi Depreciation

Network equipment—towers, fibre cables, switches, routers—is largely imported. The cedi’s volatility against the dollar directly increases capital expenditure. Operators cannot avoid this cost; they can only absorb it or pass it on.

Cost 4: Taxes (The 39 Percent Factor)

The Minister has stated that taxes constitute approximately 39 percent of the price of data in Ghana . This includes:

• Communications Service Tax (CST)

• Value Added Tax (VAT) — reduced to 20 percent effective January 2026 

• National Health Insurance Levy (NHIL)

• Ghana Education Trust Fund (GETFund) levy

• Other levies

The January 2026 VAT reform impact: When the Ghana Revenue Authority reduced the standard VAT rate to 20 percent and abolished the COVID-19 Health Recovery Levy, MTN immediately announced tariff reductions across all products . This demonstrated how directly taxes affect retail prices.

The Minister has indicated ongoing engagement with the Finance Minister to rationalise the tax build-up, which could reduce the 39 percent figure .

Cost 5: Network Investment

MTN Ghana is investing approximately US$1.1 billion over three years in infrastructure—including 500 new network sites planned for 2026 alone . This capital expenditure is essential to support the 19 GB per subscriber monthly usage. But it is also a cost that must be recovered through service revenue.

Part 4: The Technology That Enables Data Monetization

Behind the simple act of buying a bundle is a sophisticated technology stack designed to maximize revenue from every megabyte.

Policy and Charging Control (PCRF)

A tier-1 West African operator recently deployed a “data monetization platform” that enabled :

• Real-time service deactivation when data exhausts (zero revenue leakage)

• Application-based data passes (WhatsApp-only bundles)

• Speed-based plans (pay more for faster access)

• Personalized, behavior-driven promotions

The result: the operator achieved “significant revenue enhancement” with “zero revenue leakage” .

AI-Driven Offer Design

In Kenya, Safaricom partnered with Huawei to implement an AI-powered “Idea to Cash” solution that :

• Analyzes user behavior and market trends to generate offer concepts

• Automates tariff configuration from natural language requirements

• Enables “near real-time” offer launches

• Dynamically matches users with relevant offers based on profiles

The goal is clear: faster time-to-market for new data products, higher conversion rates, and increased customer value .

The Strategic Reluctance on 5G

Ghana launched a national wholesale 5G network in November 2024, but operators have delayed commercial 5G services . The reason is not technical inability—it is strategic calculation.

The delay means operators continue to monetize existing 4G infrastructure without the pressure to invest heavily in 5G .

Part 5: The Regulatory Levers That Shape Prices

The government, through the Ministry of Communications, the NCA, and other agencies, wields significant influence over data pricing—often in ways consumers do not see.

The July 2025 Data Bundle Directive

In June 2025, Minister Sam George directed all three operators to increase data bundle value .

Source: Ministry of Communications directive 

The Minister acknowledged that these increases “come at considerable costs to the network operators” but stated that consultations had balanced consumer value with operational challenges .

The Proposed “Dig Once” Policy

In May 2026, the Minister announced that the proposed “Dig Once” policy could reduce fibre rollout costs by as much as 60 percent .

How it works: Road contractors building new roads would be required to include fibre chambers within road designs. Telecom operators would then only need to secure right-of-way access and lay fibre through existing chambers—eliminating duplicate excavation work .

If implemented, this policy would significantly reduce the capital expenditure required for network expansion, potentially lowering retail data prices over time.

The Specialised Telecom Tariff (Electricity)

Discussions with the Minister of Energy and the Public Utilities Regulatory Commission (PURC) aim to secure a telecom-specific electricity tariff, similar to that enjoyed by the mining sector . Given that electricity accounts for nearly 80 percent of tower operating costs, a favourable tariff could meaningfully reduce operator costs.

Quarterly Billing Integrity Tests

The NCA has been directed to conduct quarterly billing integrity tests starting from Q3 2025, focusing on popular apps and websites, with sanctions for inaccurate billing . This is a direct response to consumer complaints about unexplained data depletion.

Part 6: Why Your Data Feels Expensive — The Consumer Reality

Despite the billions in revenue, despite the regulatory directives, despite the falling per-gigabyte costs at the high end, data remains expensive for many Ghanaians.

The Income Disparity Problem

As former Vice President Mahamudu Bawumia noted at the LSE Africa Summit (March 2026), internet access is “relatively affordable for middle- and high-income groups; however, it remains costly for low-income households” .

The ITU affordability benchmark—that 1GB of data should cost no more than 2 percent of monthly income—is exceeded for a significant portion of the population.

The Tax Burden

At approximately 39 percent of the retail price, taxes are the single largest component of data costs after operator margins and operational expenses . Tax rationalisation—which the Minister has said he is pursuing—could reduce retail prices by 10-15 percent without affecting operator revenue.

The Inefficiency of Small Bundles

The cheapest per-gigabyte rates (Telecel Night King at GHS 0.83/GB, Telecel large monthly bundles at GHS 1.54/GB) are only available to users who can buy in volume or schedule usage at night. Low-income users who can only afford GHS 5 or GHS 10 bundles pay significantly higher per-gigabyte rates—sometimes 5-10 times more.

This is not accidental. It is tiered pricing designed to extract maximum revenue from each customer segment.

Part 7: The Future — What Will Data Cost in 2027 and Beyond?

Several converging factors will shape data pricing over the next 12-18 months.

Downward Pressure on Prices

Upward Pressure on Prices

Analyst Outlook

Most industry observers expect real data prices (inflation-adjusted) to decline by 5-10 percent annually over the next three years, driven by regulatory intervention (Dig Once, tax rationalisation) and increased competition. However, nominal prices—the cedis you actually pay—may remain flat or decline modestly, as operators balance volume growth against margin protection.

THSB Conclusion

Telecom companies make billions from data consumption not through any single magic trick, but through a carefully engineered business model that combines volume pricing, tiered segmentation, technology-enabled monetisation, and regulatory negotiation.

MTN Ghana’s Q1 2026 data revenue of GHS 4.29 billion  is the headline number. But behind it are 20.6 million active data subscribers , each consuming nearly 19 GB per month , generating revenue that flows through a system with a 61.2 percent EBITDA margin .

Yet the same system faces massive costs: US$69.3 million in fibre repairs over five years , electricity costs that consume 80 percent of tower operating budgets , a 39 percent tax burden , and the relentless need to invest in capacity to support exploding usage .

The consumer who feels data is expensive is not wrong. But the explanation is not simple greed. It is the intersection of high taxes, high infrastructure costs, a dominant market leader, and an income distribution that makes even modest absolute prices feel burdensome to low-income households.

The reforms underway—Dig Once, tax rationalisation, electricity tariff negotiation—could meaningfully reduce costs. But they are not guaranteed. And they will take time.

Until then, the most effective consumer strategy remains the same: buy no-expiry bundles for baseline usage, use off-peak rates for large downloads, and combine networks in a dual-SIM setup to capture the best of MTN’s coverage and Telecel’s value.

The billions will continue to flow. Your job is to ensure you are paying only your fair share.

Quick Facts Box

FAQ Section

Q1: How much data revenue did MTN Ghana make in Q1 2026?
A: MTN Ghana generated GHS 4.29 billion in data revenue in the first three months of 2026, representing a 52.3 percent increase year-on-year .

Q2: Why is MTN so profitable from data?
A: MTN holds approximately 74 percent market share, benefits from significant economies of scale, has a 61.2 percent EBITDA margin, and has successfully driven average usage to 19 GB per subscriber per month .

Q3: How much do fibre cuts cost telecom operators?
A: Between 2021 and 2025, fibre cuts cost operators an estimated US$69.3 million in repairs, with 33,878 cuts recorded nationwide .

Q4: What percentage of data price is taxes?
A: According to Communications Minister Sam George, taxes constitute approximately 39 percent of the price of data in Ghana .

Q5: Why haven’t operators launched 5G in Ghana?
A: Operators have delayed commercial 5G due to low LTE penetration, insufficient user demand, and the strategic calculation that existing 4G capacity can manage anticipated data traffic growth .

Q6: What is the “Dig Once” policy?
A: A proposed policy requiring road contractors to include fibre chambers in road designs, allowing telecom operators to lay fibre without separate excavation. It could reduce fibre rollout costs by up to 60 percent .

Q7: How did the July 2025 regulatory directive affect data bundles?
A: The Minister directed MTN to increase bundle value by 15 percent and Telecel/AT by 10 percent. For example, MTN’s GHS 399 bundle increased from 92.88GB to 214GB .

Q8: How do operators make money from expired data?
A: When a data bundle expires and unused data is forfeited, the operator keeps payment for service not fully delivered. This is a significant revenue stream, though Telecel’s No-Expiry bundles address consumer frustration with this model .

Q9: What technology enables sophisticated data pricing?
A: Policy and Charging Control (PCRF) platforms enable operators to offer application-specific passes, speed-based plans, real-time deactivation, and personalized promotions . AI systems are increasingly automating offer design .

Q10: Will data prices drop in 2027?
A: Potentially. The Dig Once policy, tax rationalisation, and a specialised electricity tariff could reduce operator costs. However, cedi depreciation and infrastructure investment costs may offset some savings. Real prices are expected to decline gradually

Source: The High Street Business

Samuel Kwame Boadu

Samuel Kwame Boadu is a Ghanaian entrepreneur, writer, and digital consultant passionate about creating impactful stories and business solutions. He is the Founder & CEO of SamBoad Business Group Ltd, a dynamic company with subsidiaries in digital marketing, logistics, publishing, and risk management.