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Decision tree scoring system to guide selection for consumer preference in sweetpotato breeding trials
Mariam Nakitto1,2, Reuben T Ssali1, Suzanne D Johanningsmeier3
1International Potato Center (CIP-SSA), Kampala, Uganda.
Journal of the Science of Food and Agriculture
|July 25, 2023
Summary
Developing a gender-responsive decision tree for sweetpotato breeding improves consumer acceptance by incorporating sensory attributes. This tool aids demand-led selection, benefiting end-users, especially women, in Uganda.
Area of Science:
- Agricultural Science
- Food Science
- Genetics
Background:
- Established a quantitative descriptive analysis (QDA) lexicon for the Uganda sweetpotato breeding program.
- Determined the link between QDA scores for sensory attributes and consumer preference for effective decision-making.
- Aimed to create a gender-responsive decision tree for an overall sweetpotato eating quality score to support demand-led breeding.
Purpose of the Study:
- Develop a gender-responsive decision tree for sweetpotato breeding.
- Integrate consumer preferences and sensory attributes into breeding selection.
- Facilitate demand-led targeted breeding for improved sweetpotato varieties.
Main Methods:
- Utilized quantitative descriptive analysis (QDA) data from Uganda sweetpotato clones, varieties, and landraces.
- Conducted consumer preference analysis in Kamuli and Hoima districts.
- Developed a regression decision tree model to calculate an eating quality selection index.
Main Results:
- Sensory characteristics like mealiness, sweetness, aroma, firmness, and color significantly impact consumer preference.
- 'D20', 'NASPOT 8', and 'NAROSPOT 1' were the most preferred genotypes.
- Identified threshold values for consumer acceptability of key sensory attributes and a positive correlation between color and liking.
Conclusions:
- Decision trees incorporating consumer needs and gender considerations enhance demand-led breeding effectiveness.
- The developed tool facilitates more effective varietal selection in sweetpotato breeding programs.
- Prioritizing sensory attributes important to end-users, particularly women, improves breeding outcomes.
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