Week 06

Week 06

Consumer Behavior · Davood Wadi, PhD

Attitudes and Persuasion

Consumers do not just evaluate products. They feel, think, and act toward them.

Seen from above: a magazine lies open at an advertisement for the brand's box. In pen, a reader has drawn a heart beside the ad and a thought cloud with two ticks in the margin. A coupon has been cut from the corner of the page, leaving a pencil outline of the gap; the coupon, showing a teal shopping bag, lies beside a pair of scissors and a pen.

What Are Consumer Attitudes?

An attitude is a lasting evaluation of a person, object, or idea.

Attitudes can be favorable, unfavorable, or somewhere between the two.

The brand's box stands beside a meter. The meter's dial runs from UNFAVORABLE on the left to FAVORABLE on the right, and its needle rests a little past the middle.UNFAVORABLEFAVORABLE

They help consumers simplify repeated choices.

Four shop receipts, WEEK 1 to WEEK 4, side by side. Each lists different items, but every one has the same line with the brand badge, ticked in teal, in the same place.WEEK 1WEEK 2WEEK 3WEEK 4

They can also make consumers resist new information.

On the left, a promoter holds out a box marked NEW, a speech bubble full of lines explaining it. On the right, a shopper carrying a bag with the usual brand badge walks the other way.NEW

The ABC Model: Feeling, Doing, and Thinking

  1. Affect means feelings and emotions toward an object.

    A phone shows the brand's post: a photo of its box, and beneath it a large heart, tapped, with a few lines of comments.
  2. Behavior means actions or intentions, such as buying, recommending, or avoiding a brand.

    Three small scenes. BUYING: a shopper carries a teal bag with the brand badge. RECOMMENDING: a shopper tells a friend about the brand, a speech bubble showing its badge. AVOIDING: a shopper walks past the brand's box.BUYINGRECOMMENDINGAVOIDING
  3. Cognition means beliefs and thoughts about an object.

    The brand's tall pack stands on the left with label lines on its front. A thought cloud trails from it, holding three lines of beliefs about it, each with a tick.

The three parts often support each other, but they can also conflict.

Two scenes with the same shopper. SUPPORT: a heart beside the shopper, a thought of the brand's box with ticks, and a teal bag with the brand badge in hand. CONFLICT: a heart drawn toward the brand's box on the left, a thought of the box with a $$$ price tag, and empty hands as the shopper walks away from it.SUPPORTCONFLICT$$$
Exercise · Sort into groups

Each card is one thing a consumer says or does about a brand. Is it affect, behavior, or cognition?

        Tap a card, then tap the group it belongs to.

        Four Functions of Attitudes

        1. The utilitarian function helps consumers gain benefits or avoid costs.

          Rain falls all around a shopper who stays dry under a teal umbrella carrying the brand badge.
        2. The value-expressive function communicates identity, values, and self-image.

          A closed laptop seen from the front, covered in its owner's stickers: a large teal leaf, a bicycle, a mountain and a sun.
        3. The ego-defensive function protects self-esteem from uncomfortable threats.

          A shopper raises one arm and sprays deodorant under it, while two people stand close by, one whispering to the other.
        4. The knowledge function organizes information and makes the world easier to understand.

          On the left, a jumbled heap of different packs. A shopper beside it thinks of the same packs sorted into two neat rows: the top row ticked, the bottom row crossed out.
        Exercise · Match up

        Match each function of attitudes with the consumer whose attitude serves it.

        Function

        Consumer

        Tap a term, then the example it goes with.

        How Attitudes Form: Three Hierarchies

        1. The standard learning hierarchy is think, feel, then act.

          A car, then a thought cloud (THINK), a heart (FEEL) and a teal bag (ACT), in that order.THINKFEELACT
        2. The low-involvement hierarchy is think briefly, act, then develop a feeling.

          A soda can, then a small thought cloud (THINK BRIEFLY), a teal bag (ACT) and a heart (FEEL), in that order.THINK BRIEFLYACTFEEL
        3. The experiential hierarchy is feel, act, then explain.

          A perfume bottle, then a heart (FEEL), a teal bag (ACT) and a thought cloud (EXPLAIN), in that order.FEELACTEXPLAIN

        The hierarchy depends on the product, the consumer, and the purchase situation.

        Exercise · Which one is it?

        Each case describes how an attitude formed. Which hierarchy is it?

        Before buying a refrigerator, Sara compares energy ratings and reviews for weeks, comes to prefer one model, and then buys it.

        Which concept does this case show?

        Who Delivers the Message Changes Its Impact

        Source credibility comes from expertise and trustworthiness.

        Expertise makes a source seem knowledgeable.

        The brand's pack with a large rosette seal pinned to it; in the middle of the seal is a graduation cap, the mark of expertise.

        Trustworthiness makes a source seem honest and dependable.

        An honest review card for the brand: the brand's badge, four of five stars filled, one point ticked and one point crossed, and a signature at the bottom.

        Source attractiveness comes from familiarity, likability, and similarity.

        Three scenes. FAMILIARITY: a shopper looks at the same spokesperson on a wall screen and on a poster. LIKABILITY: the spokesperson waves warmly and the shopper answers with a heart. SIMILARITY: the spokesperson, holding the brand's pack, has the same hair and coat as the shopper facing them.FAMILIARITYLIKABILITYSIMILARITY
        Exercise · Sort into groups

        Each card describes the source of a message. Does its impact come from expertise, trustworthiness, or attractiveness?

              Tap a card, then tap the group it belongs to.

              AI as a Message Source: Aversion and Appreciation

              Consumers now receive advice from AI systems as well as from people.

              Algorithm aversion is the tendency to trust an algorithm less than a person. After people see an algorithm make a mistake, they lose confidence in it faster than in a person who makes the same mistake (Dietvorst, Simmons, & Massey, 2015).

              Two scenes. Left: an AI agent's advice is crossed out as wrong, and the shopper turns and walks away from it. Right: a person's advice is crossed out as just as wrong, and the shopper still stands facing them, listening.

              Algorithm appreciation is the opposite tendency. In some tasks, such as numerical estimates, people follow advice more when they are told it comes from an algorithm than from a person (Logg, Minson, & Moore, 2019).

              A person on the left gives an estimate of 120; an AI agent on the right gives an estimate of 140. The shopper between them faces the AI agent and holds a card with 140 written on it, underlined in teal.120140140

              The task matters. Consumers trust algorithms more for tasks that seem objective, such as calculating a loan payment, than for tasks that seem subjective, such as choosing a gift (Castelo, Bos, & Lehmann, 2019).

              Two scenes. OBJECTIVE: a loan statement showing $412 a month, with an AI agent and a person below it; the AI agent is ticked. SUBJECTIVE: a wrapped gift, with an AI agent and a person below it; the person is ticked.$412/MOOBJECTIVESUBJECTIVE

              Credibility still rests on expertise and trustworthiness. An AI source can seem expert but not trustworthy when consumers do not know whose interests it serves.

              An AI agent wearing a graduation cap stands between a shopper on the left and a store on the right. Arrows from the agent point to both, with a question mark above: whose interests does it serve??
              Exercise · Which one is it?

              Each case shows a consumer taking advice from an AI system. Is it algorithm aversion, algorithm appreciation, or an AI that seems expert but not trustworthy?

              After a weather app wrongly predicts sun once, Priya stops checking it. Her neighbor's forecasts are wrong just as often, but she still asks him.

              Which concept does this case show?

              Framing Changes What the Audience Notices

              A positive frame emphasizes gains, benefits, or a desirable result.

              A poster headed SAVE $200 A YEAR WITH IT: a cheerful owner waves and holds the brand's box.Save $200 a year with it

              A negative frame emphasizes losses, risks, or the problem that may follow inaction.

              A poster headed LOSE $200 A YEAR WITHOUT IT: a worried shopper with a hand to the chin looks back at the brand's box, a broken heart between them.Lose $200 a year without it

              Effective framing depends on the audience, the goal, and whether the choice feels like a gain or a loss.

              Exercise · Sort into groups

              Each card is a line from a message. Is it a positive frame or a negative frame?

                  Tap a card, then tap the group it belongs to.

                  Measuring the Attitudes of AI Models

                  Researchers measure consumer attitudes with rating scales. A Likert scale asks how much a person agrees with a statement, for example from 1 (strongly disagree) to 7 (strongly agree).

                  Researchers now give the same scales to AI models, because models that advise and shop for consumers may carry attitudes of their own.

                  A model does not give one fixed answer. Asked the same question many times, it can give a different rating each time (Wadi & Fredette, 2025).

                  A single answer can therefore mislead. Reliable measurement asks the question many times, or reads the probability the model assigns to each point on the scale (Wadi, Ghodrat, & Philp, 2026).

                  Measured this way, models from different developers held different attitudes on the same consumer attitude scale (Wadi, Ghodrat, & Philp, 2026).

                  Two AI models, A and B, answer the same item on a scale from 1 (strongly disagree) to 7 (strongly agree), asked 1 time each. MODEL A: latest answer 3, average 3.0, answers per point 0, 0, 1, 0, 0, 0, 0. MODEL B: latest answer 5, average 5.0, answers per point 0, 0, 0, 0, 1, 0, 0. The data are simulated.ASKED 1 TIMESTRONGLY DISAGREESTRONGLY AGREEMODEL A1234567AVERAGE3.0MODEL B1234567AVERAGE5.0SIMULATED

                  An attitude in a model is a pattern in its answers. It is not a feeling that the model experiences.

                  An AI agent beside a card showing the spread of its answers across seven points on the scale. Above the agent, a heart drawn only in pencil: there is no feeling.1234567
                  Knowledge Check

                  A brand team wants to know how a shopping assistant's AI model feels about its products. They ask the model once to rate "This brand is trustworthy" on a 1–7 scale, and it answers 6. Which conclusion fits the slide?

                  Discussion: Audit a Persuasive Message

                  Discussion:
                  1. 01

                    Choose an advertisement or product recommendation.

                  2. 02

                    Identify its affect, behavior, and cognition elements.

                  3. 03

                    Identify the source and the message frame.

                  4. 04

                    Discuss whether a different audience would be persuaded by the same message.

                  An advertisement poster with a headline and a spokesperson holding the brand's box, a magnifying glass held over it. Beside it, a checklist of a heart, a thought cloud and a shopping bag, each ticked.