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Resources


Rethinking Shrinkage: The 40-Hour Assumption That Distorts Contact Center Planning
Most contact center leaders believe they understand their labor model. Headcount is approved. Salaries are budgeted. Capacity is forecasted. And underneath it all sits a quiet assumption: 40 paid hours equals 40 productive hours. That assumption deserves scrutiny. As Mark Alpern , Co-Founder and COO at Cinareo, explained, “ When we talk about shrinkage, it’s really a generic term for non-productive time… it is as simple in principle, but complex in execution. ” The complexity


Erlang still dominates contact center staffing. Abandonment and retrials are where many models break down.
By Mark Alpern, COO, Cinareo. This article reflects patterns we see repeatedly when reviewing real-world staffing models across contact center environments. In many of these environments, the largest source of staffing error is not forecast accuracy, but how abandonment and retries are treated, or ignored, in the underlying model. Despite decades of technological change in contact center operations, Erlang-based staffing models remain the de facto standard for determining f


The Future of Capacity Planning Is Intelligent Simplicity
By Karen Elliott, CEO, Cinareo. In capacity planning software, complexity has become a proxy for credibility. It seems like more exposed variables and more buttons and functions sends the message: if it’s complicated, it must be accurate. After years of building a planning system, I’ve come to believe the opposite. Complexity is the easiest thing to promote. Clarity is the hard part. And when complexity becomes the interface, planning slows, trust erodes, and decision-making


Why Workforce Plans Break Down: What Executive Decision-Makers Actually Need
Key Insights from Cinareo’s Recent Conversation with Industry Experts Mark Alpern and Daniel Piper This article is the fourth and final part in our series exploring key themes from Cinareo’s recent conversation with workforce planning experts Mark Alpern and Daniel Piper. CFOs, operations executives, and budget holders often find themselves at a critical juncture where workforce planning succeeds or stalls. WFM teams build credible forecasts and thoughtful capacity plans. How


Why Workforce Plans Break Down: Bridging Planning and Execution
Key insights from Cinareo’s recent conversation with industry experts Mark Alpern and Daniel Piper This article is the third in a four-part series exploring key themes from Cinareo’s recent conversation with workforce planning experts Mark Alpern and Daniel Piper. Workforce planning often breaks down not because the work is done poorly, but because the connection between planning and execution is weak or inconsistent. In the earlier parts of this series, we explored how unrel


Why Workforce Plans Break Down: When Good Forecasts Fail
Key insights from Cinareo’s recent conversation with industry experts Mark Alpern and Daniel Piper This article is the second in a four-part series exploring key themes from Cinareo’s recent conversation with workforce planning experts Mark Alpern and Daniel Piper. Even accurate forecasts can collapse once they reach the operation floor. That paradox – doing everything right and still missing the mark – was at the center of Cinareo’s recent discussion on why workforce plans


Why Workforce Plans Break Down: The Real Cost of Bad Data
Key Insights from Cinareo’s Recent Conversation with Industry Experts Mark Alpern and Daniel Piper This article is the first in a four-part series exploring key themes from Cinareo’s recent conversation with workforce planning experts Mark Alpern and Daniel Piper. Even the best workforce plans can fail if they start with unreliable data. That was one of the first realities acknowledged in a recent webinar , Why Workforce Plans Breakdown , where industry experts Mark Alpern a


Simple Isn’t Basic: Rethinking Workforce Management Software
Simplicity in WFM Software Isn’t a Flaw… It’s What Sets the Best Apart By Karen Elliott, CEO, Cinareo You know the feeling. You’re...


Exploring Workforce Management and Capacity Planning with Cinareo Solutions
By David Penn Posted on August 22, 2025 Introduction to Cinareo Solutions This week’s edition of Finovate Global features an interview with Karen Elliott, CEO and Co-Founder of Cinareo Solutions . Cinareo Solutions is based in Oshawa, Ontario, Canada. Founded in 2022, the company enhances workforce management platforms. It helps streamline contact center operations and mitigate risks. This is achieved by enabling precise resource allocation and data-driven decision-making.


Why Excel Shouldn’t Be Used for Capacity Planning
Manual capacity planning using Excel is costing you money. Every day that you delay adopting an automated capacity planning solution will result in operational, financial and reputational costs. Can you afford to wait? While Excel is a powerful tool with a wide range of capabilities, here are 8 reasons why it may not be the best option for capacity planning for your contact center: 1. Lack of Automation Excel requires manual data entry and updates, which can lead to hu


Bridging the Gap Between AI and Human Agents in Contact Centers.
If you’ve been following the rapid advances in AI, you’ve probably heard about how chatbots and automated systems are bound to wipe out...


2024 in review: Contact center trends & how they shape 2025
Ah, the contact center—where "Your call is important to us" often feels like the world's longest-running joke. But fear not! The days of endless hold music and robotic responses are disappearing faster than a voicemail icon when you finally check it. As we wrap up 2024, it's clear that the contact center industry has undergone significant transformation. The convergence of advanced technologies and evolving customer expectations has reshaped how businesses approach customer s


Is Capacity Planning Redundant if AI is Involved?
Capacity planning remains relevant in contact centers even if AI is involved, and it can take on a different but crucial role.


2024 Cinareo Product Roadmap
Read about the 4 key enhancements within our 2024 roadmap to make capacity planning even better.


The Benefits of Dynamic Capacity Planning for Better ROI
Effective capacity planning is instrumental in modeling the Return on Investment (ROI) of improvement opportunities within your contact...


Are there any benefits to hiring ahead of attrition?
Hiring ahead of attrition in a contact center can offer several benefits...


Should capacity planning be a collaborative activity?
Capacity planning involves multiple stakeholders across various departments and functions working together to assess, forecast,...


Top 10 Reasons to Consider Shrinkage in Resource Planning
Shrinkage is a crucial factor to consider when developing a capacity plan for a contact center. What is Shrinkage? Shrinkage refers to...


Discover how learning curves impact capacity planning.
An accurate and optimized capacity plan is essential for effective contact center operations.


How should you determine a target Average Handle Time (AHT) for fully proficient agents?
An accurate and optimized capacity plan is essential for effective contact center operations.
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