Measure Speed and Accuracy Together, and Coach on Both
Set measures for pickers, packers, riders, support agents, engineers and growth teams that reward the right behaviour. Our performance management services pair output with quality, turn weekly numbers into coaching and not fear, and give roles with no regular review a rhythm of their own, so the figures on the wall are the ones you actually want people to work to.

The starting point
Are People Working to the Numbers You Want?
In an online operation, what is visible on the wall becomes what is done. Items per hour and tickets closed are easy to see. Accuracy, reopen rates and customer feedback are harder, so they are often left out.
We help you choose a small set of measures, and write how each is used in a conversation.
You may be experiencing:
- Speed shown on every board, with accuracy, damage and rework reported rarely or by a different team.
- Rankings that reward whoever is fastest, even where that person has the highest error rate.
- Weekly reviews that list shortfalls and end in warnings, so people take shortcuts and avoid reporting problems.
- Support agents measured on handling time, so a quick closure of a ticket beats a resolution.
- Engineers, category and growth staff with no regular review cadence, only a yearly conversation or none.
- Measures that depend on conditions, such as product mix or the lane, being used to compare individuals.
- Ratings that differ between centres and shifts for the same performance.
What we can help with
Our Performance Management Services for E-commerce and D2C
Role Measures for Floor Teams
Define a small set of measures for pickers, packers, inward and dispatch, pairing output per hour with accuracy, damage, safety observance and attendance.
Rider and Delivery Measures
Where you engage riders directly, set measures for on-time delivery, customer feedback, cancellations and safe riding, and the way they are discussed with the person.
Support Agent Measures
Combine first response, resolution, customer satisfaction, quality score and adherence, so a quick but unresolved ticket does not look like a good one.
Fair Comparison Method
Adjust or contextualise measures for conditions the person does not control, such as product mix, station and volume, before individuals are ranked.
Coaching Routine
Design a short weekly check in which the supervisor looks at the person's numbers with them, agrees one thing to work on and records it.
Review Cadence for Engineers and Growth Roles
Set goals and a review rhythm for tech, category, catalogue and performance marketing roles, linked to the outcomes they are responsible for.
Ratings and Calibration
Agree how ratings are given, and run a calibration across shifts and centres so the same level of performance is rated alike.
Improvement Plans
Define a clear, time-bound plan for people who are falling short, with support, review dates and a recorded outcome.
The deliverables
What You Receive
Depending on scope, your engagement can include:
- A measure set for each floor, rider and support role.
- A method for comparing people fairly across lanes and shifts.
- A weekly coaching format for supervisors.
- Goal and review formats for engineers, category and growth roles.
- A rating scale with calibration guidance.
- An improvement plan template.
- A report of the measures by centre and team.
- A review calendar for the year.
Step by step
How We Work
Review What Is Measured Today
We look at the boards, reports and review notes in use, and ask supervisors and staff what they believe is being judged.
Choose the Few Measures That Matter
We agree the measures per role, balancing speed and quality, and decide which are reported to whom.
Design the Conversations
We write the coaching format, the review format and the rating method, and practise them with supervisors.
Run One Cycle
We support a pilot at one centre or team, collect feedback and refine.
Review Against the Baseline
We compare accuracy, rework and attrition under the new measures with the baseline we recorded, and adjust.
The difference
Reward What You Actually Want
A balanced performance system helps you:
We do not promise outcomes. We record a baseline before work starts, covering accuracy and rework by role, review completion, rating spread across centres and the measures supervisors currently coach on, and report against it, so you can see what changed and what did not.
- Show speed and accuracy on the same board.
- Stop rewarding fast but error-prone work.
- Turn weekly numbers into coaching, not blame.
- Give engineers and growth roles a regular review.
- Rate people alike across shifts and centres.
- Keep a record that can be explained to the person.
Find your fit
Who This Service Is For
Fulfilment Networks
Balance productivity with picking accuracy and safety.
Support-Led Businesses
Measure resolution and customer outcome along with speed.
D2C Brands With Engineering and Growth Teams
Give small, scarce teams goals and reviews that fit their work.
Quick-Commerce Operators
Set rider and dark-store measures that include safety and customer experience.
Businesses With Shift Supervisors
Give supervisors a coaching routine they can run in minutes.
How it usually shows up in e-commerce and d2c
Pickers, riders, agents and engineers are measured on speed, accuracy and customer outcomes at different rhythms. Items per hour and tickets closed are visible, while accuracy, reopen rates and customer feedback are not. Rankings reward whoever is fastest even when their error rate is highest. Weekly reviews focused on shortfalls produce fear and shortcuts rather than improvement. Engineers and growth roles often have no regular review cadence at all. The numbers on the wall are what supervisors look at, so they are the numbers people work to.
Common challenges
Where it goes wrong in e-commerce and d2c
Speed is the only number
Items per hour and tickets closed are visible, and accuracy and quality are not.
Rankings reward the wrong behaviour
The fastest is held up even when their errors are the highest. The number that is on the wall is the number people work to, whatever the policy says.
Reviews are weekly and punitive
Short cycles focused on shortfalls produce fear and shortcuts.
Engineers and growth roles have no cadence
Tech and marketing staff are reviewed when someone remembers.
A better process
What a working version looks like
- 01
Pair speed with accuracy
Items per hour with error rates, tickets closed with reopen rates, shown together. The performance management process holds the measures. Both numbers on the same screen, in the same size, so neither is easy to ignore.
- 02
Reward the balance
Recognise people with strong speed and low errors, not only the fastest.
- 03
Coach in the weekly check
A short conversation about one thing to improve, not a list of shortfalls. Ask each picker what slows them down, and fix one thing a week.
- 04
Set a cadence for engineers and growth roles
Quarterly goals and reviews with a calibration step.
What to check this week
- Look at the screen above the line. Does it show accuracy as well as speed?
- Compare the error rate of your fastest and slowest pickers.
- Check whether reopen rates are visible to support agents and managers.
- Find out how often a tech or marketing role is reviewed.
- Ask a picker what the weekly review feels like.
Confirm with a qualified professional. What applies depends on your establishment, your state and your sector, and it changes. This page describes a practice; it does not state a legal position.
What this looks like in e-commerce and d2c
The parts of performance management that are specific to this sector, rather than general.
Performance Measures
Throughput, accuracy and service.
What this coversHide
Performance Measures
Throughput, accuracy and service.
What this coversHideFulfilment
- Output per hour
- Picking accuracy
- Packing quality
- Damage rate
- Returns processing time
- Safety observance
- Attendance
Support
- First response time
- Resolution time
- Customer satisfaction score
- Escalation rate
- Quality score
- Adherence
- Attendance
Questions on this, in e-commerce and d2c
If only speed is reported, people trade accuracy for it, and the cost appears later as returns, damaged goods and complaints. Putting both on the same board and in the same conversation shows the true level of work.
We look at how the measure behaves across lanes, stations and mix, and adjust or contextualise it before ranking individuals. Where fair comparison is not possible, the measure is used for coaching and not for ranking.
Yes, when they are short and used for coaching. They go wrong when each one lists shortfalls and ends in a warning. We help supervisors agree one improvement a week and record it.
With a combination of response, resolution, customer satisfaction, quality review and adherence, with the weight set by you. We aim for a set in which a fast but unresolved ticket does not score well.
Yes. We set outcome-linked goals and a review rhythm suited to project work, such as a quarterly check-in with the manager, kept separate from the floor measures so the two are never mixed up.
Yes. Goals, review forms, ratings and reminders can be set up as workflows on the GullyHR platform or on your own system, with reports by centre and manager.
By checking how each measure varies with product mix, station and volume, and by comparing like with like. Where that is not possible, the figure is used to coach the person and not to rank them against others.
They move onto a clear improvement plan with specific support, review dates and a recorded outcome. Any step that affects employment terms should be confirmed with a qualified professional, as GullyHR does not give legal advice.
Speed and accuracy together, with safety. A fast picker with many errors costs more than a slower accurate one.
On resolution as well as speed: reopen rate, customer feedback and quality scores alongside tickets closed. Closing without solving is worse than a slow answer.
Rarely. They motivate a few and discourage many. Coach privately and recognise balanced performance in public.
Quarterly goals and reviews, with calibration across managers. It is frequent enough to adjust and not so frequent as to be a burden. Calibration is simply managers comparing ratings against a guide before they are final.
Build Measures People Can Trust
Tell us what you measure today and how it is used, and we will help you find a better balance.
Prefer to talk first? Call +91 80958 58589 or write to hello@gullyhr.com.
Book a Performance Management Consultation
Tell us about the teams you want to measure.
The general method — what performance management covers, the questions it answers and what an engagement produces — is the same whatever the sector, and is set out on the performance management process page. What is above is the part that differs for e-commerce and d2c.
To run this in a system rather than on paper, see performance management software.
Other HR topics for e-commerce and d2c
Selling a particular kind of product?
We have HR pages for 78 product categories, from footwear to software, and 436 subcategories within them.
Where to start
Most engagements begin with a review of how this runs in your business today, then a written process and the sequence to implement it.
See all HR topics for e-commerce and d2c, or another industry.