Back to the portfolio

Reporting · three small examples

See what needs
attention.

A useful report connects the headline with the detail and gives a team a better next question.

01Reporting

Understand the month.

Connect operating costs and revenue with completed work and the plan. A financial total makes more sense with delivery beside it.

Compare all countries with Spain. What would you investigate first?

Career example

My operational reporting covered costs, revenue, delivery volume and completion against plan. I also tracked and co-planned the company-wide P&L for the Polish entity, reconciled operational forecasts with Accounting actuals and investigated variances with Finance. Capacity planning involved Board members and the Finance Director.

  • Power BI
  • Apache Superset
  • Forecast reconciliation
  • Operational planning

The monthly picture

Example data
Revenue$264,380
Operating costs$177,026
Revenue − costs$87,354
Completed / planned2642 / 2720
Plan completion97.1%
Cost / assignment$67

Plan and actual, side by side

Plan Actual
Revenue
Plan $271,800
Actual $264,380
Operating costs
Plan $177,300
Actual $177,026
From a result to a question

Look beyond the total.

Operating-cost variance: -$274. Compare completed volume with plan, then examine country costs and delivery quality before deciding where to intervene.

Monthly trend and country breakdown
Three months in the selected reporting scope
MonthRevenueCostsCompletedPlan completion
August$224,724$150,472224697.1%
September$243,229$162,864243197.2%
October$264,380$177,026264297.1%
October · country breakdown
CountryCompletedPlannedRevenueCosts
Poland490500$49,000$29,400
Germany412420$45,320$29,664
Spain341380$30,690$27,962
United States592600$71,040$47,360
India511520$35,770$20,440
Australia296300$32,560$22,200

Plan completion = completed / planned. Cost per assignment = operating costs / completed. Revenue − operating costs is this example’s operational contribution, not a complete company P&L.

02Reporting

Turn signals into decisions.

Bring the important signals together so a team can see what deserves attention and decide what to do next.

Choose a region. Does the overall picture tell the whole story?

Career example

I delivered operational reporting, secured Apache Superset adoption, and coached colleagues on reporting quality, data interpretation and ROI. My experience also includes Power BI and Superset with Redshift and Athena.

  • Power BI
  • Apache Superset
  • Redshift / Athena
  • Operational KPIs
Read the full story

Decision desk

Example data
Coverage96.4%
Cost / assignment$58
On-time / covered97.4%
Capacity − demand+130

Coverage, closer up

95% illustrative target
Coverage by region in OctoberNorth: 98.9 percent. East: 97.1 percent. South: 90.6 percent. West: 98.4 percent. Illustrative target: 95 percent.North98.9%East97.1%South90.6%West98.4%0%100%
What would I look at next?

South needs a closer look.

Coverage is below the illustrative 95% threshold. Cost per assignment is elevated and local capacity is below demand.

Investigate demand and local capacity before changing the allocation plan. A cheaper assignment is not useful if it cannot be covered.

Look at the numbers underneath
Fictional operational records for the selected view
RegionPlannedCoveredOn timeCost ($)Capacity
North54053452924,564620
East48046645427,028495
South52047144339,093485
West64063062130,240710

Coverage = covered / planned. On-time = on-time / covered. Capacity is expressed in assignments.

03Reporting

See the local picture.

An overall average can hide very different local conditions. Compare quality, assignment cost and delivery by country.

Select up to three countries. Does a lower assignment cost tell the whole story?

Career example

I built and used reporting on freelancer quality, assignment costs, delivery, coverage and capacity across a distributed operation. These views supported decisions by operational teams and senior stakeholders. I also coached colleagues on reporting quality, interpretation and using data to decide what to do next.

  • Country-level reporting
  • Quality measures
  • Assignment costs
  • Data-to-decision coaching

The local picture

Example data

Select up to three countries to compare.

Selected countries1 / 3
Quality pass rate97.0%
Cost / assignment$60
On-time delivery98.0%
Europe

Poland

Quality pass rate
97.0%
Accepted / reviewed
291 / 300
Cost / assignment
$60
Plan completion
98.0%
On-time delivery
98.0%
Completed assignments
490

Quality pass rate = assignments accepted without correction / reviewed assignments. On-time delivery is measured separately. Combined rates use the underlying counts, rather than averaging country percentages.