Research Glossary by Conveo
Find definitions and insights in the world of research
Brand Concept & MessagingConcept TestingEvaluating an idea, product, or message with target customers before investing in building it.See full definition →AI-Moderated ResearchAI-Powered ResearchAI-powered research applies artificial intelligence across the qualitative research workflow, from study design and participant interviewing to analysis and reporting. It enables research teams to run more studies, reach more participants, and surface findings faster than traditional methods allow, without sacrificing the depth that qualitative work demands.See full definition →AI-Moderated ResearchMultimodal AnalysisMultimodal analysis is the process of examining multiple data streams from a research session simultaneously, including speech, tone of voice, facial expressions, and visual context, to build a richer and more accurate picture of what participants actually mean beyond their words alone.See full definition →AI-Moderated ResearchVideo-First ResearchVideo-first research is a qualitative methodology that captures participant responses through live or asynchronous video, preserving voice, tone, facial expression, and behavioral cues that text-based or survey methods cannot record. It gives researchers richer, more verifiable evidence for stakeholder-ready findings.See full definition →Qualitative ResearchQualitative ResearchQualitative research is a method of inquiry that explores human experiences, motivations, and opinions through non-numerical data. It uses techniques like interviews, focus groups, and open-ended surveys to uncover the reasoning behind behaviours and attitudes.See full definition →AI-Moderated ResearchAI-Moderated ResearchAI-moderated research is a qualitative research method where an artificial intelligence system conducts and guides participant interviews or discussions in real time, replacing or supplementing a human moderator to gather insights at greater speed and scale.See full definition →
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Qualitative ResearchA/B TestingA/B testing is a research method used in UX research and product development to evaluate two variants, typically labelled A and B, by exposing different user groups to each and measuring their responses. The goal is to identify which version drives better…See full definition →Qualitative ResearchActive listeningActive listening is a core qualitative research skill that goes beyond simply hearing participant responses. It requires the interviewer to track verbal content, emotional tone, hesitation, and contradiction simultaneously, then use those signals to probe…See full definition →Consumer IntelligenceActorAn actor, in the context of consumer intelligence and qualitative research, refers to any participant, stakeholder, or agent whose choices and behaviors shape the phenomenon under study. This includes individual consumers, household decision-makers, category…See full definition →Brand Concept & MessagingAd Effectiveness ResearchAd effectiveness research is a core discipline within brand, concept, and messaging research that helps marketing and insights teams understand whether advertising is working as intended before, during, or after a campaign runs. It typically examines…See full definition →Brand Concept & MessagingAd TestingAd testing is a qualitative and quantitative research method used to evaluate advertising creative across formats including video, audio, print, and digital. Within the Brand, Concept, and Messaging research category, ad testing helps teams understand not just…See full definition →AI-Moderated ResearchAdaptive QuestioningAdaptive questioning is a core principle of rigorous qualitative research, referring to the practice of adjusting interview questions dynamically based on participant responses rather than adhering to a predetermined, static discussion guide. In AI-moderated…See full definition →Quantitative ResearchAffinity DiagramAn affinity diagram is a structured synthesis technique used in qualitative research to organise large volumes of unstructured data into meaningful thematic clusters. Researchers write individual observations, verbatim quotes, or ideas onto separate cards or…See full definition →Qualitative ResearchAffinity mappingAffinity mapping is a foundational qualitative research method used to organize large volumes of unstructured data, such as interview responses, open-ended survey answers, or observational notes, into meaningful thematic groupings. Researchers sort individual…See full definition →AI-Moderated ResearchAgentic ResearchAgentic research describes a qualitative research model in which AI takes on active, goal-directed roles across the research lifecycle rather than simply assisting with discrete tasks. Within AI-moderated research, this means the system can design discussion…See full definition →AI-Moderated ResearchAI Avatar ResearchAI avatar research refers to methodologies in which synthetic, AI-generated personas stand in for actual human participants, producing simulated responses to research stimuli such as concepts, messaging, or product ideas. Within the broader category of…See full definition →AI-Moderated ResearchAI InterviewerAn AI Interviewer is an advanced AI-moderated tool designed to conduct professional video and voice interviews at scale. By leveraging multimodal signal capture, an AI Interviewer records not only the spoken word but also facial expressions, vocal tone, and…See full definition →AI-Moderated ResearchAI model trainingAI model training is the foundational process by which machine learning systems develop the capability to perform complex research tasks, from recognising conversational hesitation to coding qualitative themes across thousands of transcripts. In the context of…See full definition →AI-Moderated ResearchAI ModerationAI Moderation leverages advanced artificial intelligence to conduct structured and semi-structured qualitative interviews at an unprecedented scale. By implementing AI Moderation, enterprises can fully automate the interviewer role, capturing rich multimodal…See full definition →AI-Moderated ResearchAI ProbingAI probing refers to the capability of an AI-moderated research system to detect when a participant's response warrants deeper exploration and to generate contextually relevant follow-up questions on the fly. Within AI-moderated research, this replaces the…See full definition →AI-Moderated ResearchAI Research AssistantAn AI research assistant is a purpose-built analytical layer within an AI-moderated research platform that allows insights professionals to interact with their qualitative data the way they would with a knowledgeable colleague. Rather than exporting…See full definition →AI-Moderated ResearchAI TranscriptionAI transcription refers to the use of machine learning and natural language processing to convert spoken participant responses from audio or video recordings into structured, searchable text, without requiring human transcribers. In the context of AI-moderated…See full definition →AI-Moderated ResearchAI-Assisted AnalysisAI-assisted analysis refers to the application of machine learning and natural language processing to qualitative research data, enabling research teams to move from raw interview recordings to structured, thematic findings in a fraction of the time…See full definition →AI-Moderated ResearchAI-Moderated InterviewAn AI-moderated interview is a structured qualitative research method in which an AI system takes on the role of interviewer, asking questions, listening to responses, and following up with contextually relevant probes based on what participants actually say.…See full definition →AI-Moderated ResearchAI-Moderated ResearchAI-moderated research refers to the use of artificial intelligence to facilitate qualitative research sessions, including in-depth interviews and focus group discussions, without requiring a human moderator to be present for every conversation. The AI system…See full definition →AI-Moderated ResearchAI-Powered ResearchAI-powered research refers to the application of artificial intelligence across one or more stages of the qualitative research process, including discussion guide design, participant interviewing, transcript analysis, thematic coding, and stakeholder…See full definition →Brand Concept & MessagingAided RecallAided recall measures a consumer's ability to recognize a brand, advertisement, concept, or message after being shown a specific cue, such as a logo, tagline, product category, or visual stimulus. In brand and messaging research, aided recall scores help teams…See full definition →Consumer IntelligenceAlways-On ResearchAlways-on research refers to a structured consumer intelligence model in which enterprise teams maintain a persistent, repeatable cadence of customer conversations rather than relying on one-off studies tied to specific project timelines. Within the consumer…See full definition →AI-Moderated ResearchArtificial intelligenceArtificial intelligence, in the context of qualitative research, encompasses machine learning models and natural language processing systems that can conduct interviews, interpret speech and tone, identify themes across hundreds of conversations, and surface…See full definition →AI-Moderated ResearchAsynchronous InterviewAn asynchronous interview is a structured qualitative research method in which participants complete interview questions independently, at a time and place that suits them, rather than joining a live session with a human moderator. In the context of…See full definition →Quantitative ResearchAttitudinal DataAttitudinal data is information gathered about people's opinions, beliefs, values, and motivations, as opposed to what they actually do. In qualitative and mixed-method research, attitudinal data is the primary currency: it explains the why behind behavioral…See full definition →Qualitative ResearchAttitudinal MethodsAttitudinal methods are a core category of qualitative research designed to surface the beliefs, motivations, and emotional responses that drive consumer behavior. Unlike behavioral methods, which track what people actually do, attitudinal methods ask people…See full definition →AI-Moderated ResearchAutomated CodingAutomated coding applies machine learning and natural language processing to qualitative research data, identifying recurring themes, sentiments, and patterns across large volumes of interview transcripts, open-ended survey responses, or video session…See full definition →Consumer IntelligenceAwarenessAwareness measures how familiar consumers are with a brand, product, or message, and it typically divides into two forms: unaided awareness, where consumers recall a brand without prompting, and aided awareness, where recognition is triggered by a name or…See full definition →Qualitative ResearchAxial CodingAxial coding is a core step in grounded theory methodology, sitting between open coding and selective coding in the analytical sequence. Researchers use axial coding to examine how discrete categories identified during open coding connect, overlap, and…See full definition →
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Consumer IntelligenceBehavioral SegmentationBehavioral segmentation is a consumer intelligence methodology that groups individuals according to their actual behaviors rather than demographic or psychographic characteristics alone. Common behavioral variables include purchase history, usage rate, brand…See full definition →Consumer IntelligenceBehavioural DataBehavioural data encompasses the observable actions, decisions, and interaction patterns of consumers across contexts, from purchase sequences and product usage to hesitation cues and non-verbal responses during research sessions. Within consumer intelligence,…See full definition →Consumer IntelligenceBrand AffinityBrand affinity sits at the deeper end of the consumer intelligence spectrum, capturing the emotional and psychological bonds that make customers choose a brand repeatedly and recommend it to others. Unlike brand awareness, which measures recognition, or brand…See full definition →Brand Concept & MessagingBrand ArchitectureBrand architecture is the strategic system that organizes a company's portfolio of brands, product lines, and sub-brands into a coherent hierarchy. It determines whether individual brands operate independently, share a parent identity, or sit somewhere in…See full definition →Brand Concept & MessagingBrand AwarenessBrand awareness measures how familiar a target audience is with a brand, spanning both aided recall, where consumers recognize a brand when shown it, and unaided recall, where they surface it spontaneously. In brand, concept, and messaging research, awareness…See full definition →Brand Concept & MessagingBrand EquityBrand equity refers to the commercial and perceptual value a brand generates beyond its functional product attributes, driven by consumer awareness, emotional associations, trust, and loyalty built over time. In brand, concept, and messaging research,…See full definition →Brand Concept & MessagingBrand Equity ResearchBrand equity research is a qualitative and quantitative discipline within brand, concept, and messaging strategy that assesses how consumers perceive, feel about, and relate to a brand over time. It examines dimensions including brand awareness, perceived…See full definition →Consumer IntelligenceBrand FunnelA brand funnel is a consumer intelligence framework that tracks how a target audience progresses through defined relationship stages with a brand, typically spanning awareness, familiarity, consideration, preference, purchase, and loyalty. Each stage…See full definition →Brand Concept & MessagingBrand HealthBrand health refers to the overall strength and vitality of a brand in the minds of consumers, measured across dimensions including awareness, perception, emotional resonance, purchase consideration, and loyalty. Within the Brand, Concept, and Messaging…See full definition →Brand Concept & MessagingBrand Health TrackingBrand health tracking is a structured research program that monitors how consumer perceptions of a brand shift over time across metrics including aided and unaided awareness, brand associations, purchase intent, and net promoter sentiment. Within the Brand,…See full definition →Brand Concept & MessagingBrand Lift StudyA brand lift study is a research method used to quantify how a marketing campaign, product launch, or brand initiative shifts key consumer metrics such as aided awareness, brand favorability, purchase intent, and message association. Within the Brand, Concept,…See full definition →Consumer IntelligenceBrand LoyaltyBrand loyalty describes the degree to which consumers repeatedly select a specific brand across purchase occasions, even when alternatives are available at comparable or lower prices. Within consumer intelligence, brand loyalty is understood as both a…See full definition →Brand Concept & MessagingBrand PerceptionBrand perception refers to the sum of attitudes, emotions, and associations that consumers hold toward a brand at any given moment. It is shaped by advertising, product experience, word of mouth, cultural context, and competitive framing. In qualitative…See full definition →Brand Concept & MessagingBrand PositioningBrand positioning is the strategic process of defining and communicating a brand's unique value in a way that resonates with a specific target audience and differentiates it from competitors. Within the Brand, Concept, and Messaging category, it shapes every…See full definition →Brand Concept & MessagingBrand SalienceBrand salience measures how readily a brand surfaces in a consumer's mind at the moment of purchase or category consideration. Unlike brand awareness, which simply tracks whether someone has heard of a brand, brand salience captures the quality and…See full definition →Brand Concept & MessagingBrand TrackingBrand tracking runs the same questions at regular intervals so teams can see how awareness, consideration, and sentiment move — and whether marketing is shifting them. The value is in the trend line: a single reading is a snapshot, but repeated waves reveal…See full definition →
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UX ResearchCard SortingIn card sorting, participants sort topics into groups that make sense to them, exposing the mental models behind how people expect a site or product to be structured. The results guide information architecture and navigation, reducing the risk of organizing…See full definition →Qualitative ResearchCATICATI, which stands for Computer-Assisted Telephone Interviewing, is a data collection methodology in which trained interviewers conduct structured or semi-structured interviews by telephone, guided by software that displays questions, enforces skip logic, and…See full definition →Qualitative ResearchCenter of Excellence (CoE)A Center of Excellence (CoE) in consumer insights or market research is a centralised function responsible for defining how research is conducted, evaluated, and applied across the business. Rather than leaving each team to develop its own methods…See full definition →AI-Moderated ResearchChatGPTChatGPT is a large language model-based chatbot developed by OpenAI, capable of generating fluent, contextually relevant text across a wide range of tasks. In the context of AI-moderated research, ChatGPT is sometimes used informally by insights teams to help…See full definition →Quantitative ResearchChoice-Based ConjointChoice-based conjoint analysis is a quantitative research technique used to measure how consumers value different product attributes by presenting them with a series of realistic choice scenarios. Rather than asking participants to rate features in isolation,…See full definition →UX ResearchChurn RateChurn rate measures the proportion of customers who cancel, lapse, or disengage within a defined timeframe, typically expressed as a monthly or annual percentage. High churn rate signals that a product, service, or customer experience is failing to deliver…See full definition →Brand Concept & MessagingClaims TestingClaims testing is a structured research methodology within brand, concept, and messaging research that evaluates how well specific statements about a product or brand land with target consumers. Researchers use claims testing to assess perceived credibility,…See full definition →UX ResearchClick testA click test is a UX research method used to evaluate the intuitiveness of a design by recording where participants click when asked to complete a task or locate a specific element. In UX research, click tests are commonly applied to wireframes, prototypes,…See full definition →Research & Recruitment OperationsCLTA Central Location Test (CLT) is a quantitative and qualitative research methodology conducted in a controlled, neutral venue where participants interact with products, prototypes, or stimuli under consistent conditions. CLTs are a core method in research…See full definition →Qualitative ResearchCodebookA codebook is a foundational document in qualitative research methodology that lists every code used to categorize data, along with its definition, inclusion criteria, exclusion criteria, and representative examples. Researchers apply a codebook to interview…See full definition →Consumer IntelligenceCommercial bankingCommercial banking encompasses the range of financial products and services that banks offer to businesses, from small enterprises to large corporations, including loans, lines of credit, cash management, and trade finance. Within consumer intelligence,…See full definition →Competitive AlternativesCompetitive AnalysisCompetitive analysis is a structured research discipline that examines how competitors position themselves, how customers perceive them, and where gaps exist that a brand can credibly occupy. In qualitative research, competitive analysis goes beyond pricing…See full definition →Competitive AlternativesCompetitive BenchmarkingCompetitive benchmarking measures how you stack up against alternatives — on features, perception, pricing, or experience — from the customer's point of view rather than the spec sheet. The goal is to find where you genuinely win, where you're at parity, and…See full definition →Qualitative ResearchConcept BoardA concept board is a structured visual stimulus used in qualitative research to represent an idea, product, brand positioning, or creative direction in a form participants can evaluate and respond to. Unlike a finished product or polished advertisement, a…See full definition →Brand Concept & MessagingConcept TestingConcept testing puts an early idea — a value proposition, ad, or feature — in front of the intended audience to gauge appeal, clarity, and intent before committing resources. Done early and often, it kills weak ideas cheaply and sharpens strong ones, replacing…See full definition →Brand Concept & MessagingConcept ValidationConcept validation is a qualitative and quantitative research practice used by brand, innovation, and marketing teams to evaluate whether a new idea, product concept, or creative direction genuinely connects with target consumers. It sits at the intersection…See full definition →Quantitative ResearchConfidence IntervalA confidence interval quantifies the uncertainty in a statistical estimate by defining a range within which the true population parameter is expected to fall, given a specified confidence level, typically 90%, 95%, or 99%. In quantitative research, confidence…See full definition →Quantitative ResearchConjoint AnalysisConjoint analysis shows respondents bundles of features at different prices and asks them to choose, then infers how much each attribute is really worth. Because it mimics real trade-offs instead of asking what people want in the abstract, it produces reliable…See full definition →Qualitative ResearchConstant ComparisonConstant comparison is a systematic qualitative research technique, central to grounded theory methodology, in which each new piece of data is compared against existing codes, categories, and themes as analysis progresses. Rather than waiting until all data is…See full definition →Consumer IntelligenceConsumer BehaviorConsumer behavior is the study of how individuals and groups make decisions about acquiring, using, and disposing of goods, services, and experiences. Within consumer intelligence, understanding consumer behavior means going beyond what people buy to uncover…See full definition →Consumer IntelligenceConsumer InsightsConsumer insights refer to the deep, evidence-backed understanding of customer needs, motivations, and behaviors that organizations use to inform strategy, product development, and brand positioning. Within consumer intelligence, they represent the…See full definition →Consumer IntelligenceConsumer Intelligence PlatformA consumer intelligence platform centralizes the research workflows, data capture, and analysis capabilities that enterprise insights teams need to build a continuous, compounding understanding of their customers. Unlike standalone survey tools or…See full definition →Consumer IntelligenceConsumer TrendsConsumer trends represent meaningful, directional changes in consumer behavior, preferences, and expectations that persist across time and market segments. Within consumer intelligence, tracking these trends helps enterprise teams anticipate demand shifts,…See full definition →Qualitative ResearchContent AnalysisContent analysis is a foundational qualitative research method used to examine and categorize patterns, themes, and meanings within text, audio, or video data collected from real participants. In consumer and market insights contexts, content analysis…See full definition →Brand Concept & MessagingContent DesignContent design in qualitative research refers to the deliberate construction of all study materials: the discussion guide, screening questions, stimulus concepts, and task prompts that shape what participants say and how usable those responses become. Strong…See full definition →Qualitative ResearchContext of use analysisContext of use analysis is a qualitative research method that maps the real-world conditions surrounding how people engage with a product, service, or experience. Rather than isolating attitudes or preferences in the abstract, it captures the physical setting,…See full definition →Consumer IntelligenceContinuous Consumer IntelligenceContinuous consumer intelligence refers to the systematic, always-on approach to gathering, analyzing, and activating consumer understanding across business functions. Unlike traditional research programs that produce findings in discrete waves, continuous…See full definition →Consumer IntelligenceContinuous DiscoveryContinuous discovery is a consumer intelligence approach in which teams maintain a regular cadence of qualitative and quantitative research rather than relying on periodic, project-based studies. Instead of waiting months between insight cycles, teams using…See full definition →AI-Moderated ResearchConversational AIConversational AI is a class of artificial intelligence designed to understand, process, and respond to human language in ways that feel natural and contextually appropriate. In the context of AI-moderated research, conversational AI enables interview systems…See full definition →Brand Concept & MessagingCopy TestingCopy testing is a qualitative and quantitative research method used to assess how target audiences respond to advertising copy, campaign messaging, or brand communications before those materials go live. It sits within the broader discipline of brand, concept,…See full definition →Brand Concept & MessagingCreative TestingCreative testing is a qualitative and quantitative research practice used to evaluate advertising concepts, visual assets, messaging, and campaign materials with target consumers prior to production or launch. Within the Brand, Concept, and Messaging category,…See full definition →Consumer IntelligenceCultural InsightsCultural insights are a core discipline within consumer intelligence, focused on understanding how cultural context, including shared values, social norms, rituals, and belief systems, influences consumer behavior and brand perception. Unlike demographic…See full definition →Qualitative ResearchCustom NetworkA custom network is a curated pool of pre-screened participants that an organization recruits, vets, and maintains specifically for its own qualitative research programs. Unlike general-purpose panels, a custom network reflects the brand's exact audience…See full definition →Consumer IntelligenceCustomer activationCustomer activation refers to the strategic effort to convert newly acquired or dormant customers into actively engaged ones by identifying and reinforcing the behaviors, experiences, and triggers that drive sustained involvement. Within consumer intelligence,…See full definition →Consumer IntelligenceCustomer ChurnCustomer churn refers to the proportion of customers who discontinue their relationship with a brand, product, or service within a defined timeframe. In consumer intelligence, churn analysis goes beyond tracking the rate itself to understanding the underlying…See full definition →Consumer IntelligenceCustomer ContextCustomer context refers to the qualitative depth of understanding that sits behind customer behavior, combining motivations, emotions, situational pressures, and lived experiences into a coherent picture of why people act as they do. Within consumer…See full definition →Consumer IntelligenceCustomer Effort Score (CES)Customer Effort Score (CES) is a consumer intelligence metric designed to quantify the ease or difficulty customers experience during specific interactions, such as contacting support, completing a purchase, or onboarding with a product. Unlike satisfaction…See full definition →Consumer IntelligenceCustomer empathyCustomer empathy is the organizational capacity to understand customers not just through what they report, but through the emotional, contextual, and behavioral signals that explain why they act the way they do. In consumer intelligence, building customer…See full definition →Consumer IntelligenceCustomer ExperienceCustomer experience encompasses every interaction a customer has with a brand, product, or service, including pre-purchase discovery, the buying moment, onboarding, support, and ongoing engagement. Within consumer intelligence, understanding customer…See full definition →Qualitative ResearchCustomer Experience Narratives (CxNs)Customer Experience Narratives (CxNs) are a qualitative research construct that organizes participant accounts into coherent, chronological stories about how customers perceive, feel, and respond across a defined experience or journey. Unlike isolated survey…See full definition →Qualitative ResearchCustomer Feedback LoopA customer feedback loop is a repeating cycle in qualitative research and customer intelligence practice where teams gather direct input from customers, synthesize findings into actionable themes, implement changes, and then return to customers to measure…See full definition →Consumer IntelligenceCustomer Insight EngineA customer insight engine is an integrated consumer intelligence infrastructure that transforms raw customer conversations, behavioral signals, and feedback into structured, decision-ready understanding across an organization. Unlike standalone surveys or…See full definition →Consumer IntelligenceCustomer IntelligenceCustomer intelligence refers to the structured process of gathering, analyzing, and activating deep knowledge about customers, including their attitudes, behaviors, unmet needs, and decision-making drivers. Within consumer intelligence, it sits at the…See full definition →Consumer IntelligenceCustomer JourneyA customer journey is a structured representation of the end-to-end experience a customer has with a brand, from first awareness through consideration, purchase, use, and loyalty. In consumer intelligence, mapping the customer journey goes beyond charting…See full definition →Consumer IntelligenceCustomer Lifetime Value (CLV)Customer Lifetime Value (CLV) measures the cumulative revenue a customer is projected to generate for a business over the full course of their relationship, accounting for purchase frequency, average order value, and retention rates. CLV is a foundational…See full definition →Consumer IntelligenceCustomer PersonaA customer persona is a structured representation of a meaningful audience segment, synthesized from qualitative and quantitative research to reflect real motivations, behaviors, attitudes, and unmet needs. Within consumer intelligence, personas serve as a…See full definition →Consumer IntelligenceCXOA CXO, or Customer Experience Officer, is a C-suite leader accountable for designing, governing, and continuously improving how customers interact with a brand across every channel and lifecycle stage. Within consumer intelligence, the CXO relies on…See full definition →
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Quantitative ResearchData MiningData mining refers to the systematic process of discovering patterns, anomalies, and relationships within large datasets using statistical, computational, and machine learning techniques. In qualitative and mixed-method research, data mining extends beyond…See full definition →Qualitative ResearchData SaturationData saturation is a foundational concept in qualitative research methodology, referring to the stage at which new participant interviews no longer surface meaningfully distinct themes, behaviors, or perspectives. At this point, the researcher has collected…See full definition →Qualitative ResearchData VisualisationData visualisation in qualitative research refers to the structured translation of interview findings, thematic clusters, emotional patterns, and behavioral signals into visual formats that support analysis and stakeholder communication. Unlike quantitative…See full definition →Quantitative ResearchDecision TreeA decision tree in qualitative and quantitative research is a conditional branching framework that determines which questions a participant encounters based on their prior responses. Rather than presenting every participant with an identical question sequence,…See full definition →Qualitative ResearchDeductive CodingDeductive coding is a structured approach to qualitative data analysis in which researchers bring an established framework, theory, or set of hypotheses to the data and apply predetermined codes systematically across transcripts, interview recordings, or…See full definition →Quantitative ResearchDemand ForecastingDemand forecasting combines historical data, market signals, and stated intent to predict how much of a product or service customers will want. Good forecasts reduce the cost of being wrong — too much inventory ties up cash, too little leaves money on the…See full definition →Qualitative ResearchDepth InterviewA depth interview, often called an in-depth interview or IDI, is a core qualitative research method in which a researcher engages a single participant in an extended, semi-structured conversation. The goal is to move beyond surface-level responses and reach…See full definition →Brand Concept & MessagingDesign ComparisonDesign comparison is a structured evaluation process in which research teams assess multiple study design options side by side, weighing factors such as method type, sample size, moderation approach, timeline, and analytical depth before committing to a single…See full definition →Qualitative ResearchDesign ThinkingDesign thinking is a structured yet flexible methodology that places the end user at the center of every decision, guiding teams through five iterative phases: empathize, define, ideate, prototype, and test. In qualitative research, design thinking provides…See full definition →Research & Recruitment OperationsDiary MethodThe diary method is a longitudinal qualitative research approach in which participants document their experiences, behaviors, and attitudes as they unfold in natural settings, rather than recalling them retrospectively in a single session. Within research…See full definition →UX ResearchDiary StudyIn a diary study, participants record activities, thoughts, or frustrations in the moment over an extended period, capturing behavior that's hard to recall accurately after the fact. The longitudinal view reveals patterns, triggers, and changes over time that…See full definition →Qualitative ResearchDiscourse AnalysisDiscourse analysis is a qualitative research methodology that studies language in use, examining how spoken or written communication reflects and shapes beliefs, attitudes, and social relationships. Rather than treating responses as simple data points,…See full definition →Research & Recruitment OperationsDiscussion GuideA discussion guide is the foundational planning document for qualitative research, used in moderator-led interviews, focus groups, and AI-moderated sessions to structure the conversation without over-scripting it. A well-designed discussion guide balances…See full definition →
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Consumer IntelligenceEmpathy MappingEmpathy mapping is a qualitative research method used in consumer intelligence to synthesise customer understanding across four dimensions: what people say, think, feel, and do. Originally developed as a design thinking tool, it has become a standard technique…See full definition →Consumer IntelligenceEmpathy ResearchEmpathy research is a consumer intelligence methodology designed to surface the emotional drivers, unspoken tensions, and lived experiences that shape consumer behavior. Rather than collecting stated preferences, empathy research asks researchers to inhabit…See full definition →Research & Recruitment OperationsEthnographic ResearchEthnographic research is a qualitative methodology rooted in anthropology that studies people within their natural settings, whether at home, in stores, or during everyday routines. Rather than relying on recall or survey responses, ethnographic research…See full definition →Qualitative ResearchEthnographyEthnography is a qualitative research methodology rooted in anthropology that seeks to understand human behaviour by studying people within their real-world contexts. Rather than relying solely on self-reported data, ethnographic research captures authentic…See full definition →
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Qualitative ResearchFace-to-Face InterviewA face-to-face interview is a foundational qualitative research method in which a trained moderator conducts a live, in-person conversation with a participant to explore perceptions, motivations, and experiences in depth. Within qualitative research, this…See full definition →Qualitative ResearchFeasibility StudyA feasibility study is a structured evaluation conducted before a research project launches, designed to assess whether the study design, recruitment targets, and operational requirements are realistic and achievable. In qualitative research, feasibility work…See full definition →Research & Recruitment OperationsField RecruitmentField recruitment is the operational backbone of research: defining the audience, screening for fit, and getting qualified participants to show up on time. Poor recruitment quietly ruins good studies — wrong people or no-shows produce data you can't trust — so…See full definition →UX ResearchField StudyA field study is a qualitative UX research method in which researchers observe and interact with participants within the environments where behavior naturally occurs, including homes, offices, stores, and public spaces. Unlike lab-based usability testing, a…See full definition →Qualitative ResearchFocus GroupA focus group is a structured qualitative research method in which a trained moderator guides a small group of participants through a discussion designed to uncover shared attitudes, motivations, and reactions. Within qualitative research, focus groups are…See full definition →Qualitative ResearchFocus GroupsFocus groups are a core qualitative research method in which a trained moderator guides a small group of participants through a structured discussion to uncover shared and divergent views on a product, service, concept, or experience. The interactive format…See full definition →Research & Recruitment OperationsFraud DetectionFraud detection encompasses the behavioral, technical, and analytical safeguards applied during participant recruitment and data collection to ensure that research findings reflect genuine responses from qualified individuals. In qualitative research…See full definition →
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Quantitative ResearchGabor-GrangerGabor-Granger is a quantitative pricing method used to estimate price elasticity and identify the revenue-maximising price point for a product or service. Participants are shown a sequence of prices, typically in ascending or descending order, and asked…See full definition →Research & Recruitment OperationsGDPR in ResearchGDPR in research covers the legal and operational obligations that apply when enterprises collect personal data from research participants, including names, contact details, video recordings, and verbatim responses. Under GDPR, research teams must establish a…See full definition →AI-Moderated ResearchGenerative ResearchGenerative research is an exploratory qualitative research approach designed to surface deep human understanding before teams commit to a direction. Rather than evaluating an existing concept or testing a defined hypothesis, generative research opens the…See full definition →Qualitative ResearchGrounded TheoryGrounded theory is a systematic qualitative research methodology developed by Glaser and Strauss that generates theory from data collected in the field, rather than starting with a hypothesis to confirm or reject. In qualitative research practice, grounded…See full definition →
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AI-Moderated ResearchIdeationIdeation is the early-stage process through which teams generate and explore a range of possible directions before committing resources to development. In qualitative research, ideation sessions give participants space to articulate unmet needs, react to…See full definition →Brand Concept & MessagingImplicit Association Test (IAT)The Implicit Association Test (IAT) is a reaction-time based research method originally developed in social psychology to measure the strength of automatic associations between concepts, such as a brand and attributes like trust, quality, or danger. In brand,…See full definition →Qualitative ResearchIn-Depth InterviewAn in-depth interview is a structured or semi-structured qualitative research method in which a researcher engages a single participant in an extended, focused conversation. The goal is to surface rich, nuanced insights that surveys and quantitative methods…See full definition →Consumer IntelligenceIn-Home Usage Test (IHUT)An In-Home Usage Test (IHUT) is a consumer intelligence methodology in which participants receive a product and use it within their natural home environment over a defined period, then report on their experience through interviews, surveys, or diaries. Because…See full definition →Consumer IntelligenceIndex ScoreAn index score is a standardized metric used in consumer intelligence and market research to express how a particular group, brand, or response compares to a reference point, typically set at 100. A score above 100 indicates above-average performance or…See full definition →Qualitative ResearchInductive CodingInductive coding is a foundational qualitative research method in which codes and thematic categories are derived from the raw data itself, rather than applied from an existing theoretical framework. Researchers immerse themselves in interview transcripts,…See full definition →Qualitative ResearchInnovativenessInnovativeness refers to the propensity to embrace novelty, whether that describes a consumer segment's openness to new products, a brand's perceived originality, or an organization's capacity to generate and act on new ideas. In qualitative and quantitative…See full definition →Research & Recruitment OperationsInsight RepositoryAn insight repository is a structured knowledge base within research operations that captures findings, evidence, and context from every study an organization runs, making that intelligence accessible across teams and over time. Rather than leaving insights…See full definition →Qualitative ResearchInsight SynthesisInsight synthesis is a core qualitative research practice in which analysts move beyond individual responses to identify recurring themes, tensions, and behavioral patterns across a full dataset. In consumer and market insights work, effective insight…See full definition →AI-Moderated ResearchInsight TraceabilityInsight traceability refers to the documented chain of evidence connecting each research conclusion to the raw participant data that supports it, including verbatim quotes, video clips, coded themes, and sentiment signals. In AI-moderated research,…See full definition →Qualitative ResearchInter-Rater ReliabilityInter-rater reliability is a methodological standard in qualitative research that assesses how consistently multiple coders or analysts interpret and categorize the same data. When two researchers independently review interview transcripts, video recordings,…See full definition →Qualitative ResearchIntercept InterviewAn intercept interview is a qualitative research method in which researchers engage participants at a relevant point of experience, such as immediately after a purchase, during product use, or at a physical or digital touchpoint. The goal is to capture…See full definition →Quantitative ResearchItem AnalysisItem analysis is a systematic evaluation technique used in survey and test design to assess the quality and performance of individual questions or items within a research instrument. By examining metrics such as item difficulty, discrimination indices, and…See full definition →
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Consumer IntelligenceJobs to be Done (JTBD)Jobs to be Done (JTBD) is a consumer intelligence framework that explains purchasing and usage behavior through the lens of the functional, emotional, and social progress a person is trying to achieve in a given situation. Rather than asking who the customer…See full definition →Consumer IntelligenceJourney MappingJourney mapping is a structured consumer intelligence practice that captures the end-to-end experience of a customer across every touchpoint, from initial awareness through purchase, use, and post-purchase reflection. Unlike static surveys or analytics…See full definition →
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Consumer IntelligenceLaddering TechniqueThe laddering technique is a structured qualitative research method rooted in means-end chain theory, connecting product or service attributes to the functional consequences they deliver and ultimately to the personal values that make those consequences…See full definition →Consumer IntelligenceLatent NeedA latent need is an unspoken, often unrecognised customer requirement that shapes behaviour and decision-making without the customer being able to name it directly. In consumer intelligence, latent needs are distinguished from stated needs, which customers can…See full definition →Brand Concept & MessagingLeadsLeads, in the context of qualitative research and consumer insights, refer to prospective participants or contacts who meet defined criteria and have shown some signal of relevance to a study's objectives. Identifying and qualifying leads is a foundational…See full definition →Qualitative ResearchLength of Interview (LOI)Length of Interview (LOI) is a foundational concept in qualitative and quantitative research design, describing the estimated or actual duration of a participant session from start to finish. In qualitative research, LOI directly shapes discussion guide depth,…See full definition →AI-Moderated ResearchLLM in ResearchLLM in research describes the application of large language models to qualitative and consumer insights workflows, where these AI systems process interview transcripts, open-ended responses, and research briefs to surface themes, generate summaries, and…See full definition →Brand Concept & MessagingLogo TestingLogo testing is a structured brand research method that assesses consumer reactions to a logo's design, symbolism, color, and overall visual identity. Within the broader category of brand, concept, and messaging research, it helps organizations validate…See full definition →Qualitative ResearchLongitudinal StudyA longitudinal study is a qualitative research design in which the same group of participants is engaged repeatedly across defined time intervals, allowing researchers to observe change, track emerging patterns, and understand the drivers behind shifting…See full definition →
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Quantitative ResearchMargin of ErrorMargin of error quantifies the uncertainty inherent in any sample-based measurement, expressing the range above and below a reported figure within which the true population value is expected to fall, at a given confidence level, typically 95 percent. In…See full definition →Research & Recruitment OperationsMarket DemandMarket demand is the measurable expression of how much a product, service, or category a defined population wants and can afford under current conditions. It is shaped by factors including price sensitivity, competitive alternatives, cultural context, and…See full definition →Research & Recruitment OperationsMarket ResearchMarket research is the discipline of collecting and analyzing data about customers, competitors, and market conditions to reduce uncertainty in business decisions. It spans qualitative methods, such as depth interviews and focus groups, and quantitative…See full definition →Consumer IntelligenceMarket SegmentationMarket segmentation is a foundational practice in consumer intelligence that organizes a target population into meaningful clusters, each defined by common traits such as demographics, psychographics, purchase behavior, or unmet needs. Effective segmentation…See full definition →Research & Recruitment OperationsMarket ShareMarket share measures the proportion of a defined market that a company controls, typically expressed as a percentage of total category sales, volume, or revenue. It is one of the most widely used indicators of competitive health, helping brand, strategy, and…See full definition →Research & Recruitment OperationsMarket SizeMarket size refers to the quantified scale of demand within a defined market, most commonly expressed as total addressable market, serviceable addressable market, or serviceable obtainable market. Accurate market size estimates help enterprise teams prioritise…See full definition →Quantitative ResearchMaxDiffMaxDiff, short for maximum difference scaling, is a quantitative research technique used to measure the relative preference, importance, or appeal of items across a defined set. Participants are shown small subsets of items and asked to identify which they…See full definition →Quantitative ResearchMaxDiff AnalysisMaxDiff analysis is a quantitative research method rooted in best-worst scaling, designed to measure the relative importance or preference of items across a defined set. Respondents evaluate subsets of items and select the best and worst option in each set,…See full definition →Qualitative ResearchMember CheckingMember checking is a core credibility strategy in qualitative research, used to validate that a researcher's interpretations align with participants' intended meanings. By returning summaries, themes, or key findings to the people who provided them,…See full definition →Brand Concept & MessagingMessaging TestingMessaging testing is a qualitative and quantitative research method used to evaluate how well specific brand, product, or campaign messages land with a defined target audience. Within the Brand, Concept, and Messaging research category, it helps teams assess…See full definition →Research & Recruitment OperationsMinimum Viable ProductA minimum viable product, commonly called an MVP, is a development strategy in which a team releases the simplest functional version of a product that allows them to validate a key hypothesis with actual users. The concept, central to lean product development…See full definition →Qualitative ResearchMixed Methods ResearchMixed methods research is a structured approach that integrates both qualitative and quantitative data collection and analysis within the same research programme. Rather than treating these traditions as separate, mixed methods research uses each to complement…See full definition →AI-Moderated ResearchModerated TestingModerated testing is a core qualitative research method used across concept evaluation, usability studies, ad testing, packaging research, and brand exploration. A moderator, whether human or AI-powered, engages participants directly, following up on…See full definition →Qualitative ResearchModerationModeration is the core facilitation practice in qualitative research, encompassing how a researcher guides participants through a discussion guide while remaining responsive to what emerges naturally in conversation. Effective moderation balances structure…See full definition →Quantitative ResearchMonadic TestA monadic test is a controlled quantitative research design where each participant is exposed to a single stimulus and asked to evaluate it on its own merits, without seeing competing alternatives. Because no direct comparison is made within a session,…See full definition →Research & Recruitment OperationsMultichannel ResearchMultichannel research refers to the deliberate use of multiple data collection methods, channels, or participant touchpoints within a coordinated research program. Rather than relying on a single method such as a survey or a depth interview, multichannel…See full definition →AI-Moderated ResearchMultimodal AnalysisMultimodal analysis in AI-moderated research refers to the integrated examination of verbal, vocal, and visual signals captured during qualitative interviews. Rather than relying solely on transcripts, multimodal analysis layers speech content with…See full definition →
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Brand Concept & MessagingNaming ResearchNaming research is a structured consumer research discipline within brand, concept, and messaging strategy that tests candidate names for products, services, campaigns, or corporate identities against target audience reactions. It explores dimensions including…See full definition →Qualitative ResearchNarrative AnalysisNarrative analysis is a qualitative research methodology that treats participant accounts as structured stories, examining not just what people say but how they frame, sequence, and make sense of their experiences. Within qualitative research, it moves beyond…See full definition →
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Qualitative ResearchObservation ResearchObservation research is a foundational qualitative research method that involves systematically watching and recording how people behave in real or realistic contexts, without relying exclusively on what participants say about themselves. Within qualitative…See full definition →Research & Recruitment OperationsOnline Bulletin BoardAn online bulletin board is a structured asynchronous research environment used in qualitative research operations to collect in-depth responses from participants across multiple days or weeks. Researchers post discussion prompts, image or video tasks, and…See full definition →Research & Recruitment OperationsOnline PanelAn online panel is a managed database of pre-screened individuals available for internet-based research studies, including surveys, qualitative interviews, and longitudinal tracking programmes. Panel providers recruit, profile, and maintain these participants…See full definition →Qualitative ResearchOpen CodingOpen coding is a foundational qualitative research method drawn from grounded theory, in which analysts systematically work through raw data and assign short descriptive labels to meaningful segments. Unlike deductive coding, open coding is inductive:…See full definition →
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Brand Concept & MessagingPackaging ResearchPackaging research is a structured consumer research discipline within brand, concept, and messaging testing that evaluates how target audiences respond to packaging design, copy, structure, and visual hierarchy. It captures both rational and emotional…See full definition →Research & Recruitment OperationsPanel AttritionPanel attrition refers to the rate at which participants leave or become unusable within a research panel, whether through voluntary dropout, declining engagement, demographic drift, or fraudulent behavior that triggers disqualification. In research…See full definition →Research & Recruitment OperationsPanel ConditioningPanel conditioning is a form of response bias that develops when participants are recruited from the same panel pools repeatedly, causing them to anticipate question formats, adopt socially desirable answers, or moderate their expressed opinions to align with…See full definition →Research & Recruitment OperationsPanel ProviderA panel provider supplies research teams with access to pools of pre-screened individuals who have agreed to participate in surveys, interviews, focus groups, and other research methods. In qualitative research operations, panel providers are a core…See full definition →Research & Recruitment OperationsPanel QualityPanel quality is a foundational concern in research operations, covering the accuracy of participant profiling, the integrity of screening processes, and the reliability of data collected during a study. Low panel quality introduces systematic bias:…See full definition →Research & Recruitment OperationsParticipant RecruitmentParticipant recruitment is a foundational step in qualitative research operations, covering everything from defining a target profile and building a screener to sourcing candidates, verifying eligibility, and managing incentives. When recruitment is done well,…See full definition →Research & Recruitment OperationsParticipation RateParticipation rate measures how many invited participants complete a study relative to the total number approached, and it sits at the heart of research operations planning. A low participation rate can compromise sample representativeness, inflate recruitment…See full definition →Consumer IntelligencePath-to-PurchasePath-to-purchase is a consumer intelligence framework that traces the full decision journey, from the moment a need or desire is recognized through consideration, evaluation, and final purchase. Understanding this path helps brand, marketing, and insights…See full definition →Brand Concept & MessagingPerceptual AuditA perceptual audit is a qualitative and sometimes mixed-method research process that captures how consumers mentally categorize and evaluate a brand, product, or competitive set. Within brand, concept, and messaging research, it serves as a diagnostic tool,…See full definition →Consumer IntelligencePerceptual MappingPerceptual mapping is a consumer intelligence method that translates qualitative and quantitative perception data into a spatial diagram, showing where brands or products sit in the minds of target consumers relative to key attributes such as quality, value,…See full definition →Qualitative ResearchPhenomenologyPhenomenology is a qualitative research methodology rooted in philosophy, concerned with understanding the lived experience of participants as they perceive and interpret a specific phenomenon. Rather than testing hypotheses or measuring outcomes,…See full definition →Consumer IntelligenceProduct ConceptA product concept is a structured articulation of a new or revised product idea, typically including its purpose, target user, key benefits, and differentiation from existing alternatives. In consumer intelligence, product concept research helps teams…See full definition →Qualitative ResearchProjective TechniquesProjective techniques are a family of indirect elicitation methods used in qualitative research to uncover subconscious attitudes, emotional associations, and underlying motivations that participants may struggle or resist expressing when asked directly.…See full definition →Consumer IntelligencePurchase FunnelThe purchase funnel is a foundational framework in consumer intelligence that describes the sequential journey a buyer takes from initial awareness through consideration, intent, and ultimately conversion. Researchers and brand strategists use it to diagnose…See full definition →Consumer IntelligencePurchase IntentPurchase intent is a consumer intelligence metric that captures the probability a person will buy a specific product or service, typically within a defined period. Researchers use purchase intent to evaluate new concepts, refine pricing strategies, assess…See full definition →
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Qualitative ResearchQualitative CodingQualitative coding is a foundational analytical method in qualitative research, where researchers assign meaningful labels or codes to segments of data, such as interview transcripts, video clips, or field notes, to identify recurring themes and patterns…See full definition →Qualitative ResearchQualitative Data Analysis (QDA)Qualitative data analysis (QDA) refers to the structured interpretation of non-numerical data gathered through interviews, focus groups, ethnographic observation, and open-ended survey responses. Within qualitative research, QDA encompasses a range of…See full definition →Qualitative ResearchQualitative InsightsQualitative insights are the structured, evidence-backed findings that emerge from in-depth qualitative research methods such as interviews, focus groups, and ethnographic observation. They go beyond what customers do to explain why they do it, surfacing the…See full definition →Qualitative ResearchQualitative ResearchQualitative research is a structured approach to understanding the why behind human behaviour, drawing on rich, descriptive data rather than statistics or numerical measurements. It sits at the core of consumer insights, product development, and brand…See full definition →Qualitative ResearchQualitative SoftwareQualitative software encompasses the tools and platforms researchers use to manage the full qualitative research lifecycle, from study design and participant recruitment through to interview capture, thematic analysis, and stakeholder reporting. Within the…See full definition →Quantitative ResearchQuotaA quota is a quantitative research sampling technique that specifies how many participants with particular characteristics must be included before a study is considered complete. Quotas are used to control sample composition across variables such as age,…See full definition →Research & Recruitment OperationsQuota SamplingQuota sampling is a structured recruitment approach used in qualitative and quantitative research to ensure representation across defined population segments, such as age, gender, region, or purchase behavior. Researchers set quotas for each subgroup before…See full definition →
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Research & Recruitment OperationsRandom SamplingRandom sampling is a foundational principle in research operations, ensuring that participant selection is free from systematic bias by giving each eligible individual an equal probability of inclusion. In qualitative research, true random sampling is rarely…See full definition →AI-Moderated ResearchReal ParticipantsReal participants are verified human respondents who contribute authentic voice, video, and behavioral data to qualitative research studies. In the context of AI-moderated research, the distinction matters because a growing number of platforms generate…See full definition →AI-Moderated ResearchReal-Time TranslationReal-time translation is the automated process of converting spoken or written participant responses into a target language during or immediately after an AI-moderated research session, eliminating the lag that traditionally separates multilingual fieldwork…See full definition →Consumer IntelligenceRecallRecall refers to a consumer's ability to retrieve a brand, message, or experience from memory, either prompted by a cue or entirely unprompted. In consumer intelligence research, recall is a foundational measure of advertising effectiveness, brand salience,…See full definition →Consumer IntelligenceRecall TestingRecall testing is a qualitative and quantitative research method that assesses how accurately consumers can retrieve information about a brand, advertisement, or product concept from memory, either unprompted (unaided recall) or with a category cue (aided…See full definition →Qualitative ResearchReflexivityReflexivity refers to the ongoing, critical process by which qualitative researchers examine and account for the ways their identity, values, prior knowledge, and methodological choices shape every stage of a study, from question design through to…See full definition →Research & Recruitment OperationsResearch BriefA research brief is the foundational planning document in qualitative and quantitative research operations, capturing the business context, research objectives, target audience, methodology requirements, timeline, and budget constraints for a given study. In…See full definition →Research & Recruitment OperationsResearch ComplianceResearch compliance encompasses the policies, protocols, and technical controls that ensure qualitative research is conducted ethically, legally, and in accordance with applicable data protection frameworks such as GDPR. In enterprise research operations,…See full definition →Research & Recruitment OperationsResearch DemocratisationResearch democratisation, as a research operations discipline, refers to the structural shift that allows more teams within an enterprise to initiate, access, and act on qualitative and quantitative research without depending entirely on specialist gatekeepers…See full definition →Research & Recruitment OperationsResearch GovernanceResearch governance refers to the formal and informal frameworks that enterprise research operations use to maintain methodological integrity, data security, regulatory compliance, and consistent quality across all studies. In qualitative research, governance…See full definition →Research & Recruitment OperationsResearch Operations ManagerA Research Operations Manager is the operational backbone of an enterprise insights function, responsible for standardizing research workflows, managing platform and vendor contracts, maintaining participant recruitment pipelines, and ensuring compliance with…See full definition →Research & Recruitment OperationsResearch RepositoryA research repository is a structured knowledge base that consolidates findings, raw data, participant recordings, coded transcripts, and synthesized insights from across an organization's research programs into a single, searchable system. Within research…See full definition →Research & Recruitment OperationsResearch StackA research stack refers to the integrated set of technologies, methodologies, and operational processes that a consumer insights or CMI function relies on to run research end to end. In research operations, a well-designed research stack reduces duplication,…See full definition →Research & Recruitment OperationsResearch VelocityResearch velocity refers to the rate at which a research function can complete the full cycle from question to finding, covering study design, participant recruitment, fieldwork, analysis, and stakeholder reporting. In research operations, velocity is not…See full definition →Research & Recruitment OperationsResearchOpsResearchOps is the discipline within research operations focused on designing and maintaining the infrastructure that makes qualitative and quantitative research repeatable, scalable, and credible across an organization. It encompasses participant recruitment…See full definition →
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Research & Recruitment OperationsSample FrameA sample frame is the complete list or defined boundary of the population a research study intends to represent, forming the foundation of sound participant recruitment in qualitative and quantitative research operations. When a sample frame is poorly defined,…See full definition →Quantitative ResearchSample SizeSample size refers to the total number of participants whose responses are collected and analyzed in a given study. In quantitative research, sample size is a critical design decision: too small a sample produces unreliable estimates with wide margins of…See full definition →Quantitative ResearchSample Size CalculatorA sample size calculator is a quantitative research instrument that computes the minimum number of participants required for a study to produce statistically valid results. It takes inputs such as confidence level, margin of error, expected effect size, and…See full definition →Research & Recruitment OperationsSampling ErrorSampling error occurs when the participants selected for a study do not perfectly represent the broader population the research aims to understand, producing findings that deviate from the true population values. In research operations, managing sampling error…See full definition →Qualitative ResearchSaturationSaturation in qualitative research refers to the stage at which incoming data consistently reinforces existing themes rather than introducing new ones, indicating that the sample has reached sufficient depth for analysis. Researchers use saturation as a…See full definition →Qualitative ResearchSaturation PointThe saturation point, sometimes called thematic saturation or data saturation, marks the moment in a qualitative research study when new participant responses consistently echo patterns already identified in the dataset. At this stage, continued data…See full definition →Research & Recruitment OperationsScreenerA screener is a structured qualification instrument placed at the entry point of a research study, designed to verify that each participant matches the audience profile defined during study design. In qualitative research operations, screener quality directly…See full definition →Consumer IntelligenceSegmentationSegmentation is a foundational practice in consumer intelligence that organizes a target population into meaningful subgroups, each defined by shared traits such as demographics, psychographics, purchase behavior, or attitudinal patterns. Effective…See full definition →Consumer IntelligenceSegmentation StudyA segmentation study is a foundational consumer intelligence method that identifies meaningful, actionable clusters within a broader population. Rather than treating customers as a single homogeneous group, segmentation research surfaces the underlying…See full definition →Consumer IntelligenceSegmentation VariablesSegmentation variables are the defining attributes that researchers apply to classify consumers into meaningful, comparable groups within consumer intelligence work. Common categories include demographics such as age, income, and household size; psychographics…See full definition →Qualitative ResearchSelective CodingSelective coding is a systematic analytical process used in grounded theory qualitative research, where the researcher identifies a single core category that connects and organises all previously developed categories into a unified theoretical account.…See full definition →Qualitative ResearchSemi-Structured InterviewA semi-structured interview sits between the rigidity of a structured survey and the open flow of an unstructured conversation, making it one of the most widely used methods in qualitative research. The researcher prepares a topic guide with key questions and…See full definition →Brand Concept & MessagingSensory ResearchSensory research is a structured approach to understanding how consumers experience products through direct sensory engagement, capturing reactions that go beyond stated preferences to reveal the emotional and behavioral signals that drive purchase decisions.…See full definition →Qualitative ResearchSentiment AnalysisSentiment analysis is a core technique in qualitative research that uses linguistic and computational methods to detect emotional tone across participant responses. By systematically coding language for positive, negative, or neutral sentiment, researchers can…See full definition →Qualitative ResearchSentiment ScoreA sentiment score is a quantified measure of emotional polarity derived from qualitative data, most commonly text or spoken responses gathered during research interviews, surveys, or focus groups. In qualitative research, sentiment scores help analysts move…See full definition →Quantitative ResearchSequential MonadicSequential monadic design is a quantitative research methodology in which participants evaluate two or more concepts, products, or stimuli individually and in sequence, rather than side by side. Each stimulus receives its own complete set of ratings before the…See full definition →Consumer IntelligenceShopper InsightsShopper insights is a discipline within consumer intelligence focused on decoding the attitudes, motivations, and behaviors that drive purchase decisions across retail and digital commerce environments. Unlike broader consumer research, shopper insights zooms…See full definition →Research & Recruitment OperationsSnowball SamplingSnowball sampling is a non-probability sampling technique used in qualitative and mixed-method research operations when a target population is too dispersed, too private, or too niche for conventional recruitment channels to reach efficiently. Researchers…See full definition →Consumer IntelligenceSocial ListeningSocial listening is a consumer intelligence discipline that tracks and analyzes online conversations to surface brand perception, category trends, competitor activity, and emerging consumer needs. Unlike traditional research methods, social listening operates…See full definition →Brand Concept & MessagingStimuli TestingStimuli testing is a structured qualitative research approach used in brand, concept, and messaging research to expose participants to specific creative or strategic materials and capture their unfiltered reactions. The stimuli can range from rough concept…See full definition →Research & Recruitment OperationsStratified SamplingStratified sampling is a structured approach to participant recruitment in which a population is divided into meaningful subgroups, such as age bands, income tiers, usage frequency, or geographic region, and a defined number of participants is drawn from each…See full definition →Quantitative ResearchSyndicated ResearchSyndicated research refers to studies designed, fielded, and owned by a research provider, then licensed to multiple client organisations who each purchase access to the same dataset. Because costs are distributed across buyers, syndicated research makes…See full definition →AI-Moderated ResearchSynthetic DataSynthetic data is information generated algorithmically to replicate the statistical patterns or qualitative characteristics of real-world data, without being collected from actual research participants. In the context of AI-moderated research, the term has…See full definition →AI-Moderated ResearchSynthetic RespondentA synthetic respondent is an AI-generated simulation of a human participant, designed to produce responses that approximate what a real consumer might say in a research study. In the context of AI-moderated research, synthetic respondents are sometimes…See full definition →AI-Moderated ResearchSynthetic userA synthetic user is an artificially generated research respondent created by AI systems to simulate how a real person might think, feel, or respond to questions, concepts, or stimuli. In the context of AI-moderated research, synthetic users are sometimes used…See full definition →
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Consumer IntelligenceTarget AudienceA target audience is the defined segment of consumers whose needs, behaviors, and attitudes a brand most wants to understand and serve. In consumer intelligence, precise target audience definition determines which participants are recruited, which questions…See full definition →Consumer IntelligenceTarget MarketA target market is the defined segment of consumers whose needs, behaviors, and characteristics align most closely with what a brand offers. In consumer intelligence, identifying and understanding your target market is foundational to every downstream research…See full definition →Qualitative ResearchTelephone InterviewA telephone interview is a widely used qualitative research technique in which a trained moderator engages a participant in a one-on-one conversation conducted by phone. It is commonly used in market research, customer experience studies, and stakeholder…See full definition →Qualitative ResearchThematic AnalysisThematic analysis is one of the most widely used approaches in qualitative research, providing a systematic method for identifying and analysing patterns of meaning within interview transcripts, focus group discussions, and open-ended survey responses.…See full definition →Qualitative ResearchTheoretical SaturationTheoretical saturation is a foundational concept in qualitative research, particularly within grounded theory and thematic analysis, where it marks the stage at which new interviews or observations cease to generate novel codes, categories, or conceptual…See full definition →Brand Concept & MessagingTop-of-Mind AwarenessTop-of-mind awareness measures which brand a consumer spontaneously names first when asked about a given product or service category, without any prompting or list to choose from. It sits at the apex of the brand awareness hierarchy, above aided and unaided…See full definition →Quantitative ResearchTracking StudyA tracking study is a quantitative research methodology that collects data on consistent measures at regular intervals, whether weekly, monthly, quarterly, or annually, so that trends become visible and statistically meaningful over time. Unlike a one-off…See full definition →Consumer IntelligenceTransactional DataTransactional data refers to the structured, time-stamped records generated whenever a customer completes an action with a business, such as a purchase, a subscription renewal, a support request, or a product return. Within consumer intelligence, transactional…See full definition →Qualitative ResearchTriangulationTriangulation is a core principle in qualitative research methodology, referring to the deliberate use of multiple sources of evidence to cross-check and strengthen findings. Rather than relying on a single method, a single analyst, or a single data type,…See full definition →
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Research & Recruitment OperationsUnbiased SampleAn unbiased sample is a foundational concept in research operations, referring to a participant group whose composition does not systematically favour any particular segment of the target population. When a sample is unbiased, the findings it generates can be…See full definition →Brand Concept & MessagingUnbranded TestingUnbranded testing is a qualitative and quantitative research approach used in brand, concept, and messaging research to evaluate consumer response to a product, creative asset, or proposition in the absence of brand cues such as logos, names, or packaging. By…See full definition →Consumer IntelligenceUnmet NeedsUnmet needs are the unfulfilled expectations, latent desires, and functional or emotional gaps that consumers experience but that current market offerings do not adequately resolve. In consumer intelligence, identifying unmet needs is foundational to product…See full definition →Qualitative ResearchUnstructured InterviewAn unstructured interview is a qualitative research method in which the moderator begins with a broad topic or opening question and lets the conversation develop based on what the participant says. Unlike semi-structured or structured formats, there is no…See full definition →Consumer IntelligenceUsage & Attitude StudyA usage and attitude study is a foundational consumer intelligence method designed to document how target audiences interact with a product, service, or category, alongside the beliefs, perceptions, and motivations that shape that behavior. These studies…See full definition →Consumer IntelligenceUser PersonaA user persona is a composite profile constructed from qualitative and quantitative research that captures the goals, frustrations, behaviors, and decision-making patterns of a meaningful customer segment. In consumer intelligence, user personas move beyond…See full definition →
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Qualitative ResearchValidityValidity is a foundational concept in qualitative research methodology, describing the degree to which a study's findings accurately represent the real-world phenomena under investigation. Unlike quantitative validity, which often relies on statistical tests,…See full definition →Quantitative ResearchVan WestendorpVan Westendorp is a quantitative pricing research method developed by Dutch economist Peter van Westendorp in 1976. It asks participants four questions about price perception: at what price a product seems too cheap to trust, too expensive to consider, a…See full definition →Qualitative ResearchVerbatimVerbatim, in qualitative research, means capturing participant language exactly as spoken or written, without editing, paraphrasing, or interpretation. Verbatim quotes serve as the evidentiary foundation for thematic analysis, allowing researchers to trace…See full definition →Qualitative ResearchVerbatim QuoteA verbatim quote is the precise, unedited language a participant used during a qualitative research session, captured exactly as spoken or written. In qualitative research, verbatim quotes function as primary evidence: they ground thematic analysis in real…See full definition →AI-Moderated ResearchVideo-First ResearchVideo-first research is a qualitative research approach that treats video capture as the primary data source rather than an optional supplement. By recording voice, facial expression, tone, and on-screen behavior simultaneously, it preserves the full context…See full definition →Consumer IntelligenceVoC AnalyticsVoC analytics refers to the discipline of capturing, organizing, and interpreting feedback gathered directly from customers across interviews, surveys, and open-ended conversations to build a structured picture of customer needs, perceptions, and behaviors.…See full definition →AI-Moderated ResearchVoice AI InterviewA voice AI interview is a structured qualitative research session in which an AI interviewer engages participants through spoken conversation, probing dynamically based on what each person actually says rather than following a rigid script. Within the broader…See full definition →Consumer IntelligenceVoice AnalyticsVoice analytics refers to the systematic analysis of spoken audio to surface patterns in language, emotion, and delivery that inform consumer understanding. In qualitative research, voice analytics goes beyond transcription to examine prosodic features such as…See full definition →Consumer IntelligenceVoice of Customer ProgramA Voice of Customer program is a systematic approach to collecting, analyzing, and acting on direct customer feedback across the full customer lifecycle. Within consumer intelligence, it serves as the connective tissue between what customers actually…See full definition →Consumer IntelligenceVoice of the Customer (VoC)Voice of the Customer (VoC) is a structured approach to gathering and analyzing what customers actually say, feel, and expect from a product, service, or brand. Within consumer intelligence, VoC programs translate raw customer language into decision-ready…See full definition →
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Consumer IntelligenceWeb AnalyticsWeb analytics refers to the systematic measurement and interpretation of user behavior across digital properties, including websites, apps, and landing pages. Within consumer intelligence, web analytics provides quantitative signals about what users do, such…See full definition →Quantitative ResearchWeightingWeighting is a quantitative research technique that assigns numerical multipliers to participant responses, adjusting the influence of each data point so the overall sample mirrors a defined target population on key demographic or behavioral dimensions. When a…See full definition →Quantitative ResearchWeighting AdjustmentWeighting adjustment is a post-collection statistical process that corrects for sample imbalances by assigning multipliers to individual responses, ensuring the final dataset reflects the true composition of the target population. In quantitative research,…See full definition →
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Quantitative ResearchZ-TestA Z-test is a parametric statistical test used in quantitative research to evaluate whether observed differences between two groups, such as brand preference scores or concept appeal ratings, are statistically significant or likely due to chance. The test…See full definition →Consumer IntelligenceZero-Party DataZero-party data refers to information that consumers deliberately volunteer to a brand or research team, including stated preferences, purchase intentions, personal values, and decision-making context. In consumer intelligence, it sits at the top of the data…See full definition →Qualitative ResearchZoom InterviewA Zoom interview is a video-based qualitative research method in which a trained moderator conducts a live, structured or semi-structured conversation with participants over a video conferencing platform. Within qualitative research, Zoom interviews have…See full definition →
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