Case Study: Gochujang

This scholarly article concerns the modification of a Korean food (Gochujang) to be adapted for the European market. This is a good example of marketing research applied to product adaptation for international markets. Note that the consumer preferences are determined prior to the introduction of this product.

Materials and methods

Conjoint test

An online conjoint survey was created using SSI Web (Sawtooth Software version 6.0.6) and deployed from 12 to 29 October 2007. Conjoint analysis refers broadly to a group of experimental procedures through which the structure of consumers' preferences can be estimated. The underlying premise of the approach is that products can be regarded as a bundle of attributes from which utility (i.e., the value or relative attractiveness) is gained. The approach has been widely used in a variety of food and beverage applications.

Choice-based conjoint (CBC) was used in this study as it has the desirable feature that it presents participants with a realistic research task. Rather than rating products one at a time, several are presented together in full profile and the participant must choose among these.

In this study, respondents were asked to complete an online questionnaire consisting of prescreening qualification questions, attitudinal question, and 12 CBC tasks, with four alternatives per task including a "None" option (Table 1).

Table 1. Attributes and Elements Used in Online Conjoint Survey.

Brand Blue Dragon, Encona, Linghams, Conimex, Wing Yip, Hot & Joy
Pack size 150 mL, 220 mL, 280 mL
Container material Glass, squeezable plastic
Country of origin Korea, Thailand, China, UK/Europe, Malaysia
Flavor description Hot chili sauce blended with garlic; mild chili sauce blended with garlic, sugar and lime; mild and slightly sweet chili sauce; hot and sweet chili sauce; hot chili sauce
Price GBP 0.75, GBP 0.95, GBP 1.15, GBP 1.35, GBP 1.55


Based on prevailing UK market characteristics, the pack size/price combinations of a pack size of 220 mL at 75 p, and a pack size of 280 mL at 75 p or 95 p were not included in the experimental design.

To qualify to complete the survey, all respondents had to be aged 18–65 years, be responsible for the main grocery shopping of their household, consume and not reject a range of home-cooked oriental/far eastern cuisines, enjoy hot/spicy chili-based foods, and be willing to buy hot chili-based oriental sauces.

The cleaned datasets of 676 respondents were included in the analysis. This exceeds the recommended minimum sample size, based on the number of choice tasks, number of alternatives per task, and largest number of levels for any one attribute contained in this study.

Thirty-four percent of qualifying respondents were aged 18–34 years, 54% were 35–54 years, 10% were 55–65 years, and 74% of respondents were female. For the principal income earner of the household, 41% of respondents were of professional/managerial status, 25% were sales/administrative/technical workers, and 16% were skilled manual workers.

Respondents were also asked to respond to 10 statements designed to gauge their reaction to novel foods. The results illustrate that the survey respondents were receptive to novel and ethnic foods.


Home placement test

A home placement test was conducted between 28 November and 19 December 2007. A home placement test is an established sensory test approach. Fifty-eight respondents were recruited from the consumer database of Campden BRI to take part in the study. Respondents were recruited to a predetermined specification; all respondents had to be aged 18–65 years, be responsible for the main grocery shopping of their household, consume and not reject a range of home-cooked oriental/far eastern cuisines, enjoy hot/spicy chili-based foods, and be willing to buy hot chili-based oriental sauces.

Fifty-seven percent of respondents were aged 18–44 years, 62% were female, and 60% had an ABC1 socioeconomic profile. Similar to the conjoint study, respondents were also asked to respond to 10 statements designed to gauge their reaction to novel foods and again the results illustrated that the respondents were receptive to novel and ethnic foods.

In this test, respondents were instructed to evaluate two variants of the gochujang adapted sauce: one a barbecue-flavored sauce, and the second a chicken-bulgogi-flavored sauce. These samples were based on previous studies examining consumer acceptability of Gochujang-based sauces. The samples were presented in 290-g branded bottles, with one sample being placed with respondents in Week 1 and a second sample the following week; again evaluated over a 1-week period. In each evaluation period, the samples were assessed on three usage occasions. Respondents completed a pretrial questionnaire, corresponding to each use occasion and a post-trial questionnaire for each sample.

The sample presentation order was evenly alternated between respondents.

Statistical analysis

Conjoint test
A utility score represents the attractiveness of each feature in a conjoint study. The higher the utility score, the more that attribute or level influences consumer choices. In this study, individual utility scores were extracted using hierarchical Bayesian estimation and rescaled using a zero-centered differences method for easy comparisons.

Only respondents with root likelihood values > 0.250 were included in the utility estimation. The root likelihood value is a prediction of respondent choices in a CBC and corresponds to the number of product concepts. In a survey with four product concepts, including the "None of these" option, consumer responses through the conjoint model should be predictable 25% of the time.

Importance scores were determined by calculating the utility score range of each attribute and dividing by the total utility range multiplied by 100. Latent class analysis and market simulator analysis were performed with Sawtooth Software SMRT version 4.16.0. A z test was undertaken on the share of preference values to identify significant variations in response to price changes.

One-way analysis of variance with a Tukey post hoc multiple comparison test on the zero-centered utility scores for the total population was applied using Minitab 17 Statistical software.


Home placement test
A 9-point hedonic scale was used to capture respondents' degree of liking of the product characteristics. A 5-point "Just about right" scale was used for specific product attributes and a 5-point purchase intention scale was also used. Summary statistics were applied to both the hedonic and Just about right questions, along with a breakdown of full counts and percentages per sample. Fisher's exact test was applied to the purchase propensity results using Minitab 17 statistical software.