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GullyHR
E-commerce and D2C

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.

People working in a leafy Indian business neighbourhood with a bakery, studio and workshop

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

  1. 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.

  2. Choose the Few Measures That Matter

    We agree the measures per role, balancing speed and quality, and decide which are reported to whom.

  3. Design the Conversations

    We write the coaching format, the review format and the rating method, and practise them with supervisors.

  4. Run One Cycle

    We support a pilot at one centre or team, collect feedback and refine.

  5. 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

  1. 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.

  2. 02

    Reward the balance

    Recognise people with strong speed and low errors, not only the fastest.

  3. 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.

  4. 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 covers

Fulfilment

  • 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.

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.

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.

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