11.4 Data Center Assessments: Optimization Studies, Current-State Evaluation, and the Findings Report

Key Takeaways

  • The O&M Assessment area has 13 task statements that together form one workflow: objectives, data collection, discipline-by-discipline evaluation, optimization study, and a findings report.

  • A current-state review checks whether the installed systems still deliver the intended availability class, looking for hidden single points of failure added by later changes.

  • Efficiency findings should rest on measured data, such as a 12-month PUE at a defined measurement category, not on a single spot reading.

  • In the worked example, cutting PUE from 1.8 to 1.55 on 2 MW of IT load saves about 4.38 million kWh a year, so a 900,000 USD retrofit pays back in about 2.1 years.

  • The findings report ranks each finding by risk, gives evidence and a cost estimate, and turns recommendations into a phased roadmap the client can fund and schedule.

Last updated: October 2026

11.4 Data Center Assessments: Optimization Studies, Current-State Evaluation, and the Findings Report

The Data Center Operations and Maintenance Assessment area (10% of the exam) contains 13 task statements, more than any other area. They read like a checklist for a single engagement: a client asks the DCDC to evaluate an existing data center and recommend improvements. Sections 11.1 to 12.3 teach the operational topics themselves. This section shows how they come together in an assessment.


The 13 Tasks as One Workflow

Blueprint taskWhat the assessor examinesTypical evidence
Optimization studyOptions that best meet the client's goalsAlternatives with cost, benefit, and risk
Current system stateMechanical, electrical, and ancillary systems against the intended designSingle-line diagrams, walkdowns, redundancy checks
Current efficiencyEnergy and water performanceUtility bills, metering, PUE and WUE trends
Capacity and growthSpace, power, cooling, and network headroomDCIM data, load readings, stranded capacity
Ongoing performanceUtilization and performance trends over timeMonthly trend reports and alarm history
Aging and refreshEquipment age against expected life and support statusAsset register, end-of-support notices
UtilitiesAvailability and cost of power, telecom, water, and gasRate schedules, outage history, carrier routes
Physical securityElectronic systems, architectural security, and barriers such as bollardsSecurity walkdown and system tests (Chapters 13 and 14)
Operational performancePersonnel, policies, and maintenance proceduresStaffing, training records, PM completion rates
Suitability against IT requirementsNetwork, density, and disaster recovery planIT roadmap, RTO and RPO targets
Operations documentationHistorical commissioning reports, logs, DCIMDocument review and spot checks against the field
Safety proceduresLockout/tagout and electrical safety programsLOTO procedures, arc flash study, training
Findings reportEverything above, prioritizedThe report and roadmap

Step 1: Objectives and Data Collection

Begin by agreeing the client's goals. Typical goals are adding capacity without a new building, cutting energy cost, confirming resilience after years of changes, planning a technology refresh, or deciding whether to consolidate into colocation or cloud. The goals decide how deep each part of the assessment goes.

Then request documents before the site visit: record drawings and single-line diagrams, original commissioning reports, maintenance logs and incident reports, 12 to 36 months of utility bills, BMS and DCIM trend data, the asset register with installation dates, SOPs, MOPs and EOPs, security policies, and the disaster recovery plan.

Step 2: Site Walkdown, Interviews, and Measurements

Compare the documents with what is actually installed. Interview the operations staff, who usually know where the weak points are. Take measurements where data is missing or doubtful: UPS output and utility input power, rack inlet temperatures, airflow and pressure, and infrared scans of electrical connections.

Step 3: Evaluate Each Discipline

  • System state and resilience: Trace every path from utility to rack and from chiller to rack. Years of changes often add hidden single points of failure: a single fuel transfer pump serving all day tanks, a common controls panel for "redundant" chillers, or single-corded equipment on an A-only circuit. A facility designed as Class F3 may no longer be concurrently maintainable.
  • Efficiency: Use measured data. A PUE should cover 12 months and state its measurement category (Section 4.3). Look for common opportunities: raising supply air temperature within the ASHRAE recommended range, containment, blanking panels, variable-speed fans and pumps, economizer hours, and UPS operating modes.
  • Capacity: Separate installed, available, and stranded capacity in space, power, cooling, and network (Section 12.1).
  • Aging and refresh: Compare each asset's age with its expected service life (Section 12.2) and its manufacturer support status. Refrigerants matter too: R-22 production and import ended in the United States in 2020, which makes old R-22 equipment costly to keep running.
  • Utilities: Review rate structures, demand charges, and power factor penalties; utility reliability history; water availability and cost; and carrier diversity (Section 10.5).
  • Physical security: Assess electronic systems, architectural security, and vehicle barriers against the threat assessment (Chapters 13 and 14).
  • Operational performance: Check staffing levels and shift coverage, training, change management, preventive maintenance completion rates and backlog, and whether procedures are current.
  • Suitability against IT requirements: Compare the facility with the IT roadmap: rack densities, liquid cooling plans, network and carrier requirements, and whether the disaster recovery plan's RTO and RPO are achievable.
  • Documentation: Check that historical commissioning reports, logs, and DCIM records match the field. Inaccurate records are a finding in their own right.
  • Safety: Confirm a current lockout/tagout program, an arc flash risk assessment reviewed at least every five years as NFPA 70E requires, current equipment labels, PPE, and training records.

Step 4: The Optimization Study

An optimization study compares alternatives against the client's goal. Define the objective (for example, "maximize usable IT capacity within the existing utility service" or "cut energy cost with payback under three years"), list the constraints (budget, downtime windows, availability class), and evaluate each option's cost, benefit, risk, and disruption.

Worked Example: Airflow and Setpoint Optimization

A 2 MW (IT) data hall has a measured annual PUE of 1.8. Containment, blanking panels, raised supply air temperature, and fan speed control are estimated to bring PUE to 1.55 for a cost of 900,000 USD. Electricity costs 0.10 USD/kWh.

Energy saved=2,000 kW×(1.80−1.55)×8,760 h=4,380,000 kWh/year\text{Energy saved} = 2{,}000\text{ kW} \times (1.80 - 1.55) \times 8{,}760\text{ h} = 4{,}380{,}000\text{ kWh/year}

Annual saving=4,380,000×0.10=438,000 USD\text{Annual saving} = 4{,}380{,}000 \times 0.10 = 438{,}000\text{ USD}

Simple payback=900,000438,000≈2.1 years\text{Simple payback} = \frac{900{,}000}{438{,}000} \approx 2.1\text{ years}

Over 10 years at an 8% discount rate, the present value of the savings is 438,000×6.7101≈2,939,000438{,}000 \times 6.7101 \approx 2{,}939{,}000 USD, so the net present value is about 2.04 million USD. The study should also note the operational effects: higher supply temperatures reduce the time available to respond to a cooling failure, so ride-through and alarm settings must be reviewed with the change.


Step 5: The Findings Report

The report turns the evaluation into decisions. A practical structure:

  1. Executive summary with the most serious risks and a one-page roadmap.
  2. Scope, objectives, and method, including documents reviewed and measurements taken.
  3. Findings by discipline, each with evidence (photos, data, references), a severity rating (critical, high, medium, low), and the risk it creates.
  4. Recommendations with order-of-magnitude or budget cost estimates, expected benefit, payback where relevant, and the downtime or risk involved in implementing them.
  5. Prioritized roadmap grouping work into immediate safety and resilience fixes, short-term improvements, and long-term refresh or expansion.
  6. Appendices: data, calculations, single-line markups, and photographs.

Common Exam Traps & DCDC Pitfalls

  • Trusting record drawings: Field verification often finds changes that add single points of failure.
  • Spot PUE readings: Efficiency findings need measured data over a full year and a stated measurement method.
  • Recommendations without costs: A client cannot fund a list of problems; give estimates, benefits, and priorities.
  • Ignoring operations: Staffing, training, procedures, and maintenance backlog cause many outages and belong in the assessment.
  • Forgetting safety: An out-of-date arc flash study (older than five years) or missing LOTO procedures is a priority finding.
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Data Center O&M Assessment Workflow
Test Your Knowledge

An assessment of a data center originally commissioned as Class F3 finds that all generator day tanks are now filled by a single fuel transfer pump added during a later expansion. How should this be reported?

A

As a documentation finding only, because the pump is not shown on the drawings

B

As a low-priority efficiency finding, because the pump uses little energy

C

As a resilience finding: the pump is a hidden single point of failure that defeats concurrent maintainability

D

As no finding, because the original commissioning report confirmed concurrent maintainability for the whole plant

Test Your Knowledge

A retrofit costing 900,000 USD lowers a 2 MW (IT) hall's annual PUE from 1.8 to 1.55. With electricity at 0.10 USD/kWh, what is the simple payback?

A

About 1.0 year

B

About 2.1 years

C

About 4.1 years

D

About 6.7 years

Test Your Knowledge

Under NFPA 70E, at what maximum interval must an arc flash risk assessment be reviewed, making an older study a finding during an assessment?

A

At intervals not exceeding 5 years, and whenever major changes occur

B

Every 10 years

C

Only when the utility changes the available fault current at the service entrance

D

Every year

Test Your Knowledge

Which sources best support the blueprint task to assess operations documentation?

A

Equipment manufacturers' general product catalogs

B

The utility's published annual report

C

Marketing brochures and the original sales proposal prepared when the facility was first leased

D

Historical commissioning reports, operating logs, and DCIM records checked against the field

Sections you finish are checked off in the contents.