Episode 11: How to Build a Recruiting Capacity Model (part 1)

Recruiting capacity is not requisitions per recruiter. It is a production model that predicts when offer accepts can occur based on system constraints. Capacity planning is the mechanism that converts hiring strategy into executable timelines the business can rely on.


Podcast Overview


    • Eric Guidice
      Headcount Experts, season two, episode two or episode eleven, however you want to talk about it. We have both been busy. I saw you announce a new capacity planning course, which is very relevant for what we are talking about today. This ties directly to one of the best practices from last episode, which is how to plan capacity versus demand. How do you tell the business what is going on with the recruiting team so they understand the service they have purchased, its capacity, and their ability to have hires, revenue, or production on time. That is what we are talking about today. This is your expertise. This is why you are in the business.

      Chris Mannion
      This is really my comfort zone. Coming from supply chain into talent, I saw everything as a capacity planning problem, which turned out to be incredibly helpful when I was asked to figure out why hires per recruiter were going down even though we were investing heavily in technology, tools, and process improvement. I am excited to get into the weeds on this one. It is the topic I have received the most inbound questions on from LinkedIn and YouTube, and it is one of the main reasons I decided to start creating courses.

      Eric Guidice
      There will be listeners from different levels of company maturity, so we will try to cover as much as possible. Let us start with the basics. How do you define recruiting capacity? What do you say to customers or clients? What does it mean to you?

      Chris Mannion
      It really starts with a mindset shift. A lot of teams think about capacity as how many requisitions they can assign per recruiter per month, and time to hire becomes an output of that. A real capacity plan looks at how long it actually takes to move through the funnel to produce a hire and how many people you need to make that happen at the speed required. This goes back to Little’s Law, which we discussed last season. It is about understanding timing, process, and the number of units in process needed to hit your goals. Capacity is about building a model that delivers what you need when you need it so you are not surprised halfway through the year. At its core, it is about the flow of candidates through the pipeline and the constraints that affect that flow.

      Eric Guidice
      From my perspective, recruiting capacity is how many offer accepts you can plan per month so that when the team asks for something, you know whether you can produce it. There are many inputs that determine hires per month, and we will get into those. Recruiting capacity is essentially the service the business is buying. Internally, the business is paying for hires per month through recruiter salaries and tools. They could use agencies, temp recruiters, or hiring managers directly, but they are paying for it regardless. Predictability matters. Why is that important? From your experience, how do you explain the benefit of a good capacity model to the business?

      Chris Mannion
      It is all about predictability and controlling variance. If you do not understand capacity, you cannot understand variance, and you will always be behind. Talent acquisition is a service-based business that enables hiring managers to do their jobs. They need to know when a role will be filled and what they need to contribute to make that happen efficiently. A strong capacity model enables close partnership with the business, faster and more predictable hiring, and maintains quality. Hiring quickly without quality leads to rehiring six months later. This matters most to recruiting leaders who are moving into more strategic roles, managing dozens or hundreds of roles over a year rather than just a few requisitions. Capacity planning is the bridge between strategy and execution.

      Eric Guidice
      The person who cares most about recruiting capacity is the recruiting leader. After that, it becomes a marketing effort to get others to care. The business has other priorities. They buy recruiting as a service and expect results. The gap between what they want and what you can deliver is where you either unlock budget or business support. There are different ways to manage and communicate capacity, from quota-based hiring to defined capacity models. Where do you start? If someone is building a capacity model for the first time, what inputs do you look at?

      Chris Mannion
      I start with historical data. If there is an ATS, you can look at hires per recruiter per month. It is a simple starting point, but you quickly see variation. Executive recruiters might close half a hire per month while entry-level recruiters might close five or ten. That breakdown highlights where scale exists and where hiring must be slower. A common mistake is assuming a flat quota for all recruiters. Different types of hiring require different expectations. You can group roles into segments, such as entry level, experienced business, and experienced technical roles, each with different capacity assumptions. From there, you go deeper to understand interviewer capacity, business support required, and time expectations. Opening a role does not mean it can be filled immediately.

      Eric Guidice
      I largely agree. I start with historical data, segment demand, identify constraints, and then look at future demand. If future hiring is concentrated in slower segments, historical averages may not apply. I often give executives a global average, such as two hires per recruiter per month, to simplify planning conversations. I intentionally set expectations slightly lower to preserve capacity for other recruiting work. Once you establish a baseline, what comes next?

      Chris Mannion
      Recruiting is an entire system, not just recruiters running funnels. Measuring flow and constraints helps identify priorities. If top-of-funnel sourcing is the issue, adding sourcers may be more effective than adding recruiters. How you distribute work depends on delivering quality efficiently. Ideally, the TA leader has strong partnerships that prevent unnecessary pushback.

      Eric Guidice
      That leads into macro factors that affect capacity. When you look at a company at a high level, what factors do you consider when adjusting a capacity model?

      Chris Mannion
      I like to start at the unit economics level of an individual hire. Take a successful hire and work backward through the funnel. How many offers were needed, how many interviews, and so on. That becomes your ideal hiring model. From there, you identify where things break down. This approach focuses on diagnosing problems rather than forcing a predefined model. It is operations research applied to recruiting.

      Eric Guidice
      I also look at macro company factors before diving into recruiting details. How does the company manage headcount? Is there a rolling forecast? How are requisitions released? How does finance view underproduction? Market position, compensation strategy, and interviewer capacity all matter. These factors determine the environment recruiting operates in.

      Chris Mannion
      Culture plays a huge role. Is TA involved in headcount planning or treated as a cost center? Strong partnership and respect make it much easier to address issues and improve efficiency.

      Eric Guidice
      At a macro level, strong headcount processes, recruiting culture, compensation programs, and team structures all drive higher production. At the micro level, we look at requisition difficulty, hiring manager difficulty, prioritization, and process. How do you think about measuring individual recruiter workload or requisition difficulty?

      Chris Mannion
      I have not used a formal point system because it is highly specific to each organization. We typically rely on prioritization and time estimates. Market size, role complexity, and company attractiveness all factor in. Points can be useful, but collaboration and prioritization matter more than optimizing points per recruiter.

      Eric Guidice
      I like the concept of points but not rigid execution. We treat points as part of a workload algorithm. Job level, compensation, whether the role is new, and external market data all affect difficulty. Recruiter experience also matters. Top-of-funnel conversion rates, sourcing response rates, and funnel drop-off all help predict difficulty. Hiring manager difficulty is also critical, including how often they change requirements and how engaged they are in interviews.

      Chris Mannion
      Recruiter relationships are hard to quantify. A strong recruiter can make a difficult role much easier through long-term relationships. That qualitative context matters and does not always translate cleanly into points.

      Eric Guidice
      For hiring managers, we track changes to requisitions, interview participation, and availability versus required interview hours. What else do you look at?

      Chris Mannion
      Pass-through rates are important. If a hiring manager passes too many candidates who fail later, they waste interviewer time. If they pass too few, they restrict flow. Interviewer quality and training matter, which is where structured interviewing and interview intelligence tools help reduce variability.

      Eric Guidice
      Prioritization is another major factor. Everything cannot be a priority. Capacity is a scarce resource. What is your philosophy on prioritization?

      Chris Mannion
      Prioritization must come from the business and be data-driven. Getting it right upfront minimizes reprioritization later, which disrupts funnels and reduces overall output.

      Eric Guidice
      If everything is a priority, nothing is. You need explicit constraints so you can commit to outcomes and measure performance.

      Chris Mannion
      One important reminder for hiring managers is that capacity is constrained by time. If you do not use capacity early in the year, it does not magically reappear later.

      Eric Guidice
      We call that actualized demand. Missed hires roll forward and increase pressure later. Finally, let us talk about process. What aspects of process most impact capacity?

      Chris Mannion
      I strongly believe in structured hiring processes. Once a candidate completes the process, you should be able to decide whether to make an offer. Waiting to compare candidates often results in losing the best one. Each stage should disqualify candidates efficiently so you do not waste time at the bottom of the funnel. If decisions take too long, the process needs to change, not the volume of candidates.

      Eric Guidice
      This ties to optimal selection methodology and calibrated processes. We are clearly going to need a part two. Next episode, we will demo Chris’s capacity planning course and apply these concepts in real scenarios. Capacity planning is core to predictable hiring and execution. Stay tuned for part two.

      Chris Mannion
      Looking forward to it. Thanks

    Accurately Forecast Recruiting Capacity

    This episode reframes recruiting capacity as an operating discipline. The discussion focuses on how recruiting leaders move from reactive workload management to predictable hiring output that Finance and executives can actually plan against.

    Core Definitions

    • Recruiting Capacity
      The maximum number of offer accepts a recruiting organization can reliably produce per period, given funnel flow, constraints, and required quality.

    • Capacity vs. Demand
      Demand is what the business wants. Capacity is what the system can produce. The gap between the two is where prioritization, tradeoffs, or incremental investment must occur.

    • Capacity as a Service Model
      The business is purchasing predictable hiring output through recruiter labor, tooling, and process. Capacity planning defines the service level being delivered.

    Where to Start Building a Capacity Model

    Use Historical Recruiting Production Data

    • Establish hires per recruiter per month as a baseline

    • Segment immediately by role type (executive, technical, entry-level, etc.)

    • Identify natural variance across recruiter specializations

    Segment Recruiting Demand

    • Future demand must be evaluated by hiring segment, not aggregate averages

    • Concentrated demand in slow segments invalidates historical benchmarks

    IncorporateCapacity Assumptions

    • Use simplified global averages for executive planning

    • Intentionally under-commit to preserve capacity for volatility and non-hiring work

    Considerations When Building a Capacity Model

    Recruiting is a Cross Functional System

    Recruiters are only one constraint in the system. Flow efficiency also depends on:

    • Plan Cadence - How are roles released to the business?

    • Interviewer availability - Do hiring teams have the capacity to interview the volume of candidates produced by recruiting?

    • Decision velocity - How many steps in the hiring funnel? Are “yes frameworks” defined?

    • Hiring manager behavior - Changes to headcount requests, interview reschedules, over-prioritization, and bad feedback ettiquette.

    Adding recruiters rarely fixes systemic flow problems. It often increases work-in-progress and variance without improving output.

    Macro Factors That Shift Capacity

    • Headcount Planning Process - Headcount governance and requisition release cadence

    • Sales Effectiveness Finance forecasting rigor and tolerance for underproduction

    • Compensation Philosophy - Market position and compensation competitiveness

    • Candidate Fraud/ToF noise Interviewer capacity and participation norms

    Micro Factors That Drive Variance

    • Requisition Difficulty- Job level and specialization, Market supply and employer attractiveness, market compensation position, net new roles versus roles previously hired by the business all impact recruiter capacity

    • Recruiter Effectiveness - Experience with role type, existing candidate and hiring manager relationships, funnel conversion rates by stage

    • Hiring Manager Behavior -Frequency of requirement changes, interview participation and responsiveness, pass-through rates and signal quality, Available interview hours versus required interview hours

    • Prioritization Overuse/MisAlignment - If everything’s a priority, nothing is. Without explicit prioritization, capacity planning collapses into firefighting.

    • Process Design and Its Impact on Capacity- Structured hiring processes & strong selection methodology preserves both speed and quality

    Building a Recruiting Capacity Model Helps Teams Operate Efficiently

    Capacity planning is the operating mechanism that converts hiring strategy into measurable execution. Without explicit modeling of constraints, recruiting operates reactively and variance compounds across the year. Leaders who manage the system—not just individual workloads—create predictable output without sacrificing quality or speed. Idle capacity early does not disappear; it reemerges as execution risk later. Listen to the episode to understand the foundation, then continue to Part 2 for a live application of the model and a practical path to executive-ready operating plans.

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    Episode 10: Best Practices for Hiring Plan Kickoff