MétaCan
Menu
Back to cohort
Record W7135347481

Consumer Preferences And Willingness To Pay For Maple Syrup And Its Attributes: Evidence From A Conjoint Survey In Vermont

2025· dissertation· en· W7135347481 on OpenAlex
Amrita Shore

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueScholarWorks -A service of University of Vermont Libraries (University of Vermont) · 2025
Typedissertation
Languageen
FieldChemistry
TopicPlant-Derived Bioactive Compounds
Canadian institutionsnot available
Fundersnot available
KeywordsConjoint analysisWillingness to payPurchasingProduct (mathematics)Production (economics)CertificationOrganic certification
DOInot available

Abstract

fetched live from OpenAlex

Maple syrup is both culturally and economically important to many American communities, especially in the Northeast region. While the industry has grown significantly in the past three decades, it faces several challenges, including rising production costs, decreasing producer price, and a changing climate. Although there is no simple solution to the challenges, the changing consumer preferences towards local and environmentally friendly foods may provide opportunities for maple syrup producers. This study examines consumer preferences and willingness to pay (WTP) for specific attributes of maple syrup through a consumer survey conducted in Vermont, which is the largest maple syrup producer in the United States, and provides information and recommendations to maple syrup producers and processors. Primary data were collected through a conjoint survey in Vermont in 2024. The survey captured consumer preferences for six major attributes of pure maple syrup: production origin (Vermont, other U.S. states, or Canada), organic certification status, bird-friendly practices, climate-friendly practices, container material (plastic or glass), and price. The survey also collected information on purchasing patterns, consumer attitudes, and demographic characteristics. The data was analyzed to assess the relative importance of each attribute and the WTP for non-price attribute levels based on the trade-offs between each attribute and price estimated from regression analysis. Major findings from this study include: First, the relative importance scores for the six attributes are 77% for the product origin, 11.60% for price, 4.21% for organic certification, 3.37% for container materials, 2.03% for climate-friendly practices, and 1.76% for bird-friendly practices. Second, consumers are willing to pay a large premium of 403.40% for Vermont-made maple syrup as compared to maple syrup from other regions (relative WTP ratio = 5.034) and relatively small premiums of less than 3% for environmental attributes like organic and bird-friendly practices. Third, in addition to the six attributes, demographic factors such as age, gender, and income affected the preference ratings. Consumers who had higher incomes, were female, and were more educated assigned higher ratings to maple syrup products, suggesting potential market segments with varying price sensitivity and attribute preferences. This research contributes to our understanding of consumer preferences and WTP for the major attributes of pure maple syrup, with specific implications for environmental and climate-friendly sugarbush management. The findings show that producers must highlight the place of product origin, especially if it is produced in Vermont. Although consumers value environmental claims like bird-friendly and climate-friendly practices, their WTP is very limited. Vermont producers would benefit from focusing on direct-to-consumer sales, emphasizing Vermont-made maple syrup with additional attributes like bird-friendly claims as a supporting factor.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.430
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.002
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.048
GPT teacher head0.226
Teacher spread0.179 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it