Consumer Panels in India: How They Work and How to Judge One

What a consumer panel in India is, how probability, opt-in and aggregated panels differ, and the questions to put to a panel provider before you buy sample.

In shortA consumer panel is a group of people who have agreed to take part in research again and again. In India the term covers purchase panels, which record what households buy, and online access panels, which answer surveys. Most online panels are opt-in, and AAPOR advises against them when the aim is an accurate population estimate. Judge a panel on how it recruits, how it checks identity, how often members take surveys, and whether your sample is blended from other suppliers. Hercules Works fields surveys to its own app-based panel, whose members are verified once through Aadhaar-based KYC.

Consumer Panels in India: How They Work and How to Judge One
Contents

Two Things People Mean by a Consumer Panel

Ask two Indian marketers what a consumer panel is and you may get two answers. One is a purchase panel: households that record what they buy, week after week, so a company can follow category volumes and brand shares. The other is a research access panel: people who have signed up to answer surveys when invited, usually for a reward.

As an example of the first kind, afaqs reported in June 2022 that Kantar was launching an out-of-home FMCG panel of 11,000 individuals aged 15 to 49, across NCCS A, B and C, in towns of 10 lakh-plus population. The article set it beside Kantar's existing in-home panel (afaqs, 29 June 2022).

The rest of this page is about the second kind, the panel you buy survey responses from: the types, the trade-offs, and a scorecard for judging any provider, ours included.

Probability, Opt-In and River Samples

AAPOR's task force on online panels, reporting in 2010, describes three sources of online sample (AAPOR Report on Online Panels, Public Opinion Quarterly, 2010):

TypeHow people get inWhat to watch
Probability-based panelThe panel company selects people at random, for example by random-digit dialling, then invites themSmall; AAPOR says such panels "generally have many fewer members" than opt-in ones
Opt-in (nonprobability) panelPeople see an offer and sign up themselvesWho chooses to join decides who you hear from
River or intercept samplePeople are sent straight to one survey from an ad, offer wall or other siteLeast is known about who answers, and why

The report's first conclusion is blunt: "Researchers should avoid nonprobability online panels when one of the research objectives is to accurately estimate population values." It adds that an opt-in panel can still be the right choice, because not all research aims at precise population figures.

So ask which kind you are buying, and match it to the claim you will make. In our view, matched cells from an opt-in panel can tell you whether pack A beats pack B. They are a weak basis for a sentence such as "X% of Indian households use Y". Our sampling methods guide covers the probability side in more depth.

Own Panel or Aggregated Sample?

ESOMAR publishes 37 Questions to Help Buyers of Online Samples (ESOMAR). Question 5 asks which sources are proprietary or exclusive, and defines both. Proprietary means "the sample provider owns the asset". Exclusive means the provider has "an exclusive agreement to manage/provide access to sample originally collected by another entity" (wording as reproduced in EMI Research Solutions' published answers). Use those definitions in your contract.

ESOMAR's notes to question 4 say a provider may deliver sample from one source, such as its own panel, or blend participants from several, and that the answer "might differ from country to country and from project to project". Some firms are aggregators by design: EMI says it has "never owned a panel" and works through a network of over 150 vetted online panels.

Neither model is wrong. They fail in different ways. Our summary:

Own (proprietary) panelAggregated or blended sample
Who recruited the respondentThe supplier itselfPartner panels, sometimes several in one study
Identity checksOne process you can inspectVaries by partner
Rare or niche targetsLimited to one panel's reachCan add sources to fill quotas
Repeat wavesEasier to keep the source steadyThe mix of partners can drift
Ask forRecruitment channels and checksEach source's share of your completes

For a tracker, the last two rows matter most. ESOMAR's question 26 asks how a provider manages "source consistency and blend at the project level". Question 16 asks whether a router or other technique allocates participants to surveys, and warns that biases "may arise from prioritization in the order in which surveys are presented".

Frequent Survey-Takers and Panel Conditioning

Panel members answer many surveys, and repetition can change their answers. AAPOR's report cites a comparison of 20 US online panels in which, on average, 33% of respondents said they had taken 10 or more online surveys in the previous 30 days.

It also cites studies finding that experienced panellists were generally less positive than new members on measures such as likelihood to purchase. One of them found purchase intention and brand awareness less affected when the gap between surveys was long enough. These studies predate 2010, and other studies found few differences, so ask your provider for its own Indian figures rather than assuming either way.

ESOMAR's question 23 asks how often one person can take part, and how long they have been taking surveys. Question 37 lists metrics a buyer can request, including the share of paid completes from members with 0-3 months' tenure and the average number of paid completes per member, both trended by month.

Checking That Each Member Is Real

ESOMAR's question 7 asks what validation a provider uses "to ensure that participants are real, unique, and are who they say they are". It asks for both the practical steps and the technologies, quantified where possible.

Push for specifics. What is checked, and against what? Is it done once at sign-up, or again for each survey? What happens to an account that fails? An answer that names no check is itself an answer.

Sign-up checks and in-survey checks are separate layers, and you need both. Speeding, straight-lining and fraud screens are covered in our survey data quality guide.

A Panel Scorecard to Send Providers

Send these eight questions before you buy, and ask for written answers. The good answers and red flags are our own judgement; the last column points to the matching ESOMAR question.

#AskA good answerA red flagESOMAR 37
1Is my sample from your panel, a partner, or a blend?Names each source and its share of completes"We use the best available sources"Q4, Q5
2How are members recruited?Channels listed for each sourceUnknown for partner sourcesQ6
3How is identity checked, and when?The check, what it rules out, and when it runsNo named checkQ7
4Do you route people between surveys?How allocation worksNo answerQ16
5How often can one person take part?A stated limit, plus tenure dataNo limit, or no dataQ23
6Will the source mix stay fixed across waves?Fixed, or changes reported to youChanges made silentlyQ26
7Which quality metrics can you share by month?Reject rate, 0-3 month tenure share, smartphone shareNoneQ37
8Who is missing from the panel?Names the gaps, such as offline households"Fully representative of India"(AAPOR)

A provider that answers all eight in writing is easier to hold to account than one that sends a slide deck.

Coverage Questions Specific to India

Size claims. Panel sizes are self-reported and measured in different ways. Research Live reported in April 2023, for instance, that Kantar aimed to "quadruple current panel capacity in India" within two years, to 40 million people (Research Live). That was a target, and no headline figure tells you how many people will answer your study. ESOMAR's question 37 shows the better form: active unique members fitting a target in the last 30 days. Ask for that count for your own target.

Towns and tiers. "Tier 2" means different town lists to different providers. Ask for the list your quotas will use; our Tier 2 and 3 research guide explains why it matters.

Language. Ask which Indian languages a questionnaire can run in, and whether members see it in a language they chose.

Offline households. An app or web panel cannot reach people who are not online. For village or low-connectivity audiences, plan face-to-face fieldwork; our rural research guide covers the options.

What a Study Costs on Hercules

Verification is where our panel methodology page says most, so here is how it answers row 3 of the scorecard. Members join through the SuperJ app and complete Aadhaar-based KYC once, which the page says "prevents one person from holding several accounts". Each study then receives a zero-knowledge proof of verified status, so clients see answers and never identity documents. The 25M+ consumer footprint is the reach of the network; fewer people are eligible for surveys, and how many fit your study depends on its targeting.

The page also answers row 8: the panel is app-based, so offline households are under-represented. It does not cover rows 2, 4, 5 or 7, so ask for recruitment channels, routing, participation limits and monthly metrics in writing.

The cheapest test of any panel is a calibration survey with a question whose answer you already know from your own sales or CRM data. A 100-response check on Plus costs 100 × ₹150 = ₹15,000 (pricing). If you first want to see how the questionnaire looks on a phone, the Free plan includes 30 responses.

Start with 30 free responses

Frequently asked questions

What is a consumer panel in market research?

It is a group of people recruited to take part in research repeatedly. A purchase panel records what households buy over time. An access panel is a pool of people who answer surveys when invited, usually for a reward.

What is the difference between a probability panel and an opt-in panel?

A probability panel selects people at random and invites them. In an opt-in panel, people sign themselves up. AAPOR's 2010 report advises against opt-in panels when the aim is an accurate estimate of a population value.

What does a verified panel mean?

It should mean the provider checks that each member is a real, unique person. The word has no standard definition, so ask what is checked, against what, and whether the check runs at sign-up, for each survey, or both.

How do I check the quality of an online panel in India?

Ask for written answers to ESOMAR's buyer questions: sources, recruitment, identity checks, routing, participation limits and monthly quality metrics. Then run a small calibration survey with a question whose true answer you already know.

Are panel size claims comparable?

Rarely. Providers count members, footprints or capacity targets in different ways. Ask how many active members matching your target took part in the last 30 days.

Sources and further reading

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