CUSTOMER STORIES > CCI GLOBAL
Proactively Managing Margin Drift in Large-Scale Outsourced Operations
A CCI Global case study on scenario-driven resourcing decisions
COMPANY
INDUSTRY
BPO
HQ
UAE
COMPANY SIZE
10,000
About CCI
CCI Global is a leading customer management and BPO provider across Africa, delivering over 20 million interactions per month for 80+ international clients. With 15,000 employees across multiple markets, CCI combines operational scale with disciplined, data-driven performance management.
Managing complexity at scale
Operating at this scale requires disciplined planning. Each client program runs under its own demand patterns, workforce dynamics, and contractual commitments, with pricing built on clear assumptions around volumes, service levels, and performance expectations.
In practice, those assumptions rarely remain static. Customer behavior evolves, labor markets tighten or loosen, and operational realities shift incrementally. In complex environments, small changes can compound over time, making active oversight essential.
The challenge: Turning early signals into clear decisions
Across its portfolio, CCI closely monitored how programs were tracking against their original assumptions. In a small number of cases, early signs of divergence began to emerge. Drift in drivers such as average handle time, shrinkage, adherence, and absenteeism is common in long-running engagements, which is why identifying it early matters.
The real challenge was not detecting the drift, but deciding what to do about it.
Teams needed to understand where margin pressure was coming from, which factors were contractually fixed, and which levers were realistically within their control. Without that visibility, even well-managed accounts can gradually become marginal as conditions evolve.
The decision CCI needed to support
At this point, CCI was focused on supporting practical, forward-looking decisions. Leadership and operations needed to know:
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How far has current performance moved from pricing assumptions
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What level of intervention was realistic
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Which tradeoffs could improve margins without increasing delivery or compliance risk
This required a way to compare options clearly, grounded in current operating reality rather than hindsight.
The approach: Scenario modeling anchored to contractual reality
To support these decisions, CCI’s workforce team used Cinareo to model a range of operating scenarios.
They began by modeling costs as if programs were still running to original pricing assumptions. These were then compared against scenarios reflecting current trends, based on actual performance.
From there, the team tested the impact of improving specific, controllable variables, while holding all contractual requirements constant. Service levels, hours commitments, and other client obligations were treated as non-negotiable.
CALL OUT BOX - QUOTE FROM ENVER
SPILT IMAGE OF FIXED CONSTRAINTS AND CONTROLLABLE LEVERS
Making scenario planning practical
Historically, building and updating these scenarios using spreadsheets took hours of manual work and careful validation, which limited how often plans could be revisited. With Cinareo, the team could build and compare scenarios far more quickly, then use the selected scenario to generate a forecast that fed directly into the WFM system for intraday management.
This shift made regular reassessment practical rather than burdensome, which opened the door to reviewing multiple programs side by side.
What the scenarios made visible
Once CCI could evaluate programs through the same priced-vs-trend-vs-scenario lens, a consistent pattern emerged. Operational drift had pushed costs above the priced model, yet there was also clear room to recover a meaningful share of that variance with realistic, controllable assumptions.
TABLE 1
Illustrative outcomes across four client programs, demonstrating consistent containment of margin drift to the mid-teens above budget. Percentages are rounded and anonymized.
To show how this translated into day-to-day decisions, one of the programs is highlighted below.
OPERATIONAL DRIFT IMAGE
In this program, shrinkage had drifted into the mid-forties percentage range, roughly double the original budget assumption in the low twenties. That single change materially increased the required headcount and salary cost, driving a cost increase of more than 40 percent versus the budget.
Rather than attempting to engineer a full return to the priced model, the workforce team used Cinareo to focus on containment and stabilization. By tightening a small set of controllable drivers and holding all contractual commitments constant, the improvement scenario recovered a significant portion of the variance and brought the forecast back to the mid-teens above budget, without introducing delivery or compliance risk.
Just as important, the modeling translated these operational adjustments directly into financial terms. Stakeholders could see what each change was worth in cost impact, which made it easier to align on a course of action.
“Scenario modeling changed the way we approached decisions,” said Peter Andrew, CEO of CCI South Africa. “Instead of debating why margins had moved, we could focus on what was realistic to do next while honoring every client commitment. By translating workforce assumptions directly into financial impact, we were able to align workforce, operations, and finance around clear, defensible resourcing decisions. Cinareo played a key role in enabling that shift.”
Impact on internal alignment
The value of the work extended beyond the numbers.
Workforce teams gained clearer visibility into how planning assumptions translated into cost, and Cinareo helped drive a more continuous approach to workforce management and operational improvement.
By making the impact of realistic adjustments visible ahead of time, scenario modeling shifted conversations from explaining past variance to planning next steps. Operations leaders could test tradeoffs before committing to change, and discussions with finance became more grounded in shared scenarios, creating broader alignment and momentum for ongoing improvement.
Why this matters
As CCI’s experience illustrates, this challenge is not unique to outsourced service providers. Any organization operating across multiple geographies, locations, or teams relies on assumptions that inevitably drift as conditions change. In these environments, plans age quickly. What matters is not eliminating drift altogether, but having the discipline and visibility to detect it early and respond deliberately before it compounds into material impact.
Many organizations still rely on spreadsheet-based analysis for sizing and scenario work. While familiar, this can make frequent re-planning impractical at scale. By treating scenario modeling as an ongoing management discipline, CCI can revisit assumptions more often, quantify drift earlier, and support more confident resourcing decisions.
The result is not perfect prediction, but better decisions made sooner.
For organizations facing similar challenges in managing margin drift across complex operations, Cinareo welcomes a conversation on how scenario-based planning can support more confident resourcing decisions.