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研究生: 溫正齊
Wen, Cheng-Chi
論文名稱: 農民農耕行為之影響因素與政策分析-以台南市為例
An Analysis of the Factors Influencing Farmers’ Farming Behavior and Related Policies: A Case Study of Tainan City
指導教授: 張學聖
Chang, Hsueh-Sheng
學位類別: 碩士
Master
系所名稱: 規劃與設計學院 - 都市計劃學系
Department of Urban Planning
論文出版年: 2026
畢業學年度: 114
語文別: 中文
論文頁數: 150
中文關鍵詞: 農業政策農地保護計畫行為理論結構方程模型選擇試驗法
外文關鍵詞: Agricultural policy, Farmland protection, Theory of Planned Behavior, Structural Equation Modeling, Choice Experiment
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  • 隨著都市化擴張與產業轉型加速,國土空間利用競合加劇,農地屢屢面臨「有名無實」困境:即使農地受相關法規保護,仍常因產業或社會影響而使農地閒置,導致農地流失加速、糧食安全隱憂浮現。而過往農業政策多依賴管制或補助工具,易忽略農民內在決策過程與外在制度條件的交互作用,此認知落差恐將造成農地保護與農業政策執行的困境,已成為農地永續利用的核心挑戰。
    鑒於上述,本研究欲以系統性之觀點檢驗農耕行為背後之影響因素,釐清農民在現行制度下,維持農耕行為意圖之影響關鍵因素,並揭示農業政策工具如何提升農民的行為能力與選擇偏好。研究以臺南市為實證場域,以計畫行為理論(Theory of Planned Behavior, TPB)為基礎,剖析農民態度、主觀規範與知覺行為控制等心理構面如何形塑農民持續耕作的意圖與行為。透過結合結構方程模型(SEM)與選擇實驗法(CE)共同分析農耕行為之影響,同步解析農民的心理作用與政策環境影響,藉此捕捉農民農耕行為「內在意圖形成」與「外部制度作用」的雙重驅動因素。
    研究結果顯示,農民的知覺行為控制(PBC)為維持農耕行為中關鍵驅動因素,其不僅顯著提升農耕行為意圖(INT),且對實際行為(BEH)具直接正向影響,突顯農民對資源掌握與自我效能提升的認知,是抵禦市場波動、環境與政策變遷的關鍵基礎,亦驗證農民行為意圖在維持農耕行為決策中,扮演重要之中介效果;而農民對於農耕行為的態度(ATT)與主觀規範(SN)則有高度相關性,代表農民的周遭親友具影響其主觀態度之能力,且兩者對行為意圖之影響為輔助性關係。政策分析則進一步揭示農民對不同的農業政策偏好具有高度異質性:年輕、高教育且具科技經驗的「創新型」農民偏好智慧農業補助與永續管制等政策;高齡或資源較匱乏的「傳統型」農民,則重視基本補助之穩定性。此結果顯示農業政策應提供更多元且在地化之制度設計策略,政策若忽略群體差異,容易加劇農民農耕行為之意圖與行為落差。
    綜上所述,本研究證明農民耕作行為受內在心理與外在政策共同交互作用,亦為臺南國土計畫之農業政策提供指引:未來應優先強化農民的行為控制,並提供差異化之農業政策,提升政策可及性,方能達成維持農地農用之永續目標。

    Urban expansion and industrial transformation have intensified competition over Spatial land use, placing farmland at a structural disadvantage despite regulatory protection. As a result, farmland is increasingly converted to non-agricultural uses or remains idle, raising concerns over farmland loss and long-term agricultural sustainability. This study aims to clarify how farmers’ decisions to maintain agricultural practices are formed under land competition, and to examine how policy instruments influence farmers’ behavioral capacity and willingness to continue farming.
    Research based on the Theory of Planned Behavior (TPB) to analyze how attitudes, subjective norms, and perceived behavioral control affect farmers’ intentions and behavior. Structural Equation Modeling is employed to examine the psychological mechanisms underlying farming decisions, while Choice Experiments are used to assess farmers’ preferences for different policies, and subsequently assess policy effectiveness.
    The results indicate that perceived behavioral control is the most influential factor affecting farmers’ farming behavior. It significantly enhances behavioral intention and exerts a direct positive effect on actual behavior, with behavioral intention serving as an important mechanism. The analysis also reveals substantial heterogeneity among farmers: younger and more technologically experienced farmers favor innovation-oriented subsidies, whereas older farmers prioritize stable basic support.
    In summary, farmland preservation requires policies that strengthen farmers’ behavioral capacity and accommodate diverse preferences. Differentiated and targeted interventions are essential to align intentions with behavior and promote sustainable agricultural land use under national land planning frameworks.

    第一章 緒論 1 第一節 研究背景與動機 1 第二節 研究目的 2 第三節 研究流程 3 第四節 重要名詞解釋 5 第二章 文獻回顧 6 第一節 農業發展地區的外部性與挑戰 6 第二節 農民持續耕作行為理論架構 17 第三節 農業政策之理論基礎 25 第三章 研究設計與方法 36 第一節 研究架構 36 第二節 研究範圍與對象 42 第三節 研究方法 44 第四章 資料調查分析 55 第一節 問卷發放方法與執行過程 55 第二節 問卷數量與抽樣 58 第三節 信度分析與樣本檢定 59 第四節 樣本特性分析 62 第五章 農民採用農耕行為與農業政策偏好分析 80 第一節 農民採用農耕行為之測量模型分析 80 第二節 農民採用農耕行為之結構模型校估 83 第三節 農民採用農耕行為之模型修正 88 第四節 農業政策偏好分析與選擇實驗模型建構 98 第五節 行為特性與政策偏好整合性分析 112 第六章 結論與建議 115 第一節 研究結論 115 第二節 研究貢獻 116 第三節 研究限制與建議 117 參考文獻 120 附錄 131

    Adamowicz, M., & Szepeluk, A. (2016). Support to young farmers as part of agricultural policy of the European Union. Problems of Agricultural Economics/Zagadnienia Ekonomiki Rolnej(3), 106-127.
    Adamowicz, W., Boxall, P., Williams, M., & Louviere, J. (1998). Stated preference approaches for measuring passive use values: choice experiments and contingent valuation. American Journal of Agricultural Economics, 80(1), 64-75.
    Agriculture and Rural Development, E. (2023a). Aims of income support for farmers. https://agriculture.ec.europa.eu/common-agricultural-policy/income-support/income-support-explained_en
    Agriculture and Rural Development, E. (2023b). Approved 28 CAP Strategic Plans (2023-2027). https://agriculture.ec.europa.eu/system/files/2023-06/approved-28-cap-strategic-plans-2023-27.pdf
    Agriculture and Rural Development, E. (2023c). The basic income support for sustainability (BISS). https://agriculture.ec.europa.eu/common-agricultural-policy/income-support/biss_en
    Ajzen, I. (1991). The theory of planned behavior. Organizational behavior and human decision processes, 50(2), 179-211.
    Ajzen, I. (2011). The theory of planned behaviour: Reactions and reflections. In (Vol. 26, pp. 1113-1127): Taylor & Francis.
    Ajzen, I., & Madden, T. J. (1986). Prediction of goal-directed behavior: Attitudes, intentions, and perceived behavioral control. Journal of experimental social psychology, 22(5), 453-474.
    Al-Amin, A. Q., Masud, M. M., Kabir Sarkar, M. S., Filho, W. L., & Doberstein, B. (2020). Analysing the socioeconomic and motivational factors affecting the willingness to pay for climate change adaptation in Malaysia. International Journal of Disaster Risk Reduction, 50, 101708. https://doi.org/https://doi.org/10.1016/j.ijdrr.2020.101708
    Altieri, M. A. (1999). The ecological role of biodiversity in agroecosystems. In M. G. Paoletti (Ed.), Invertebrate Biodiversity as Bioindicators of Sustainable Landscapes (pp. 19-31). Elsevier. https://doi.org/https://doi.org/10.1016/B978-0-444-50019-9.50005-4
    Amare, D., & Darr, D. (2023). Farmers’ intentions toward sustained agroforestry adoption: An application of the theory of planned behavior. Journal of Sustainable Forestry, 42(9), 869-886.
    Anderson, T. W., Anderson, T. W., Anderson, T. W., Anderson, T. W., & Mathématicien, E.-U. (1958). An introduction to multivariate statistical analysis (Vol. 2). Wiley New York.
    Anderson, T. W., & Olkin, I. (1985). Maximum-likelihood estimation of the parameters of a multivariate normal distribution. Linear algebra and its applications, 70, 147-171.
    Armitage, C. J., & Conner, M. (2001). Efficacy of the theory of planned behaviour: A meta‐analytic review. British journal of social psychology, 40(4), 471-499.
    Baber, H. (2020). Intentions to participate in political crowdfunding- from the perspective of civic voluntarism model and theory of planned behavior. Technology in Society, 63, 101435. https://doi.org/https://doi.org/10.1016/j.techsoc.2020.101435
    Bagozzi, R. P., & Yi, Y. (1988). On the evaluation of structural equation models. Journal of the academy of marketing science, 16, 74-94.
    Baležentis, T., Morkūnas, M., Žičkienė, A., Volkov, A., Ribašauskienė, E., & Štreimikienė, D. (2021). Policies for rapid mitigation of the crisis’ effects on agricultural supply chains: A multi-criteria decision support system with monte carlo simulation. Sustainability, 13(21), 11899.
    Bank, W. (2007). World development report 2008: Agriculture for development. The World Bank.
    Barral, S., & Detang-Dessendre, C. (2023). Reforming the common agricultural policy (2023–2027): multidisciplinary views. Review of Agricultural, Food and Environmental Studies, 104(1), 47-50.
    Barrett, C. B. (2002). Food security and food assistance programs. Handbook of agricultural economics, 2, 2103-2190.
    Barrett, C. B. (2010). Measuring food insecurity. Science, 327(5967), 825-828.
    Barrett, P. (2007). Structural equation modelling: Adjudging model fit. Personality and Individual differences, 42(5), 815-824.
    Belsley, D. A. (1991). A guide to using the collinearity diagnostics. Computer Science in Economics and Management, 4(1), 33-50.
    Berdie, D. R., Anderson, J. F., & Niebuhr, M. A. (1986). Questionnaires: Design and use.
    Birol, E., & Koundouri, P. (2008). Choice experiments informing environmental policy: a European perspective. Edward Elgar Publishing.
    Bjørkhaug, H. (2006). Is there a female principle in organic farming? An interpretation of data for Norway. In Sociological perspectives of organic agriculture: From pioneer to policy (pp. 195-209). CABI Wallingford UK.
    Bland, J. M., & Altman, D. G. (1994). Correlation, regression, and repeated data. BMJ: British Medical Journal, 308(6933), 896.
    Blaug, M. (2007). The Fundamental Theorems of Modern Welfare Economics, Historically Contemplated. History of political economy, 39(2).
    Boliko, M. C. (2019). FAO and the situation of food security and nutrition in the world. Journal of nutritional science and vitaminology, 65(Supplement), S4-S8.
    Bollen, K. A. (1989). Structural equations with latent variables. John Wiley & Sons.
    Bollen, K. A., & Long, J. S. (1992). Tests for structural equation models: introduction. Sociological Methods & Research, 21(2), 123-131.
    Booth, G. D., Niccolucci, M. J., & Schuster, E. G. (1994). Identifying proxy sets in multiple linear regression: an aid to better coefficient interpretation.
    Borges, J. A. R., Oude Lansink, A. G., Ribeiro, C. M., & Lutke, V. (2014). Understanding farmers’ intention to adopt improved natural grassland using the theory of planned behavior. Livestock Science, 169, 163-174.
    Broch, S. W., & Vedel, S. E. (2012). Using choice experiments to investigate the policy relevance of heterogeneity in farmer agri-environmental contract preferences. Environmental and Resource Economics, 51(4), 561-581.
    Brueckner, J. K. (2000). Urban sprawl: Diagnosis and remedies. International regional science review, 23(2), 160-171.
    Burton, M., Rigby, D., & Young, T. (2003). Modelling the adoption of organic horticultural technology in the UK using duration analysis. Australian Journal of Agricultural and Resource Economics, 47(1), 29-54.
    Burton, R. J. F. (2004). Reconceptualising the ‘behavioural approach’ in agricultural studies: a socio-psychological perspective. Journal of Rural Studies, 20(3), 359-371. https://doi.org/https://doi.org/10.1016/j.jrurstud.2003.12.001
    Byerlee, D., De Janvry, A., Sadoulet, E., Townsend, R., & Klytchnikova, I. (2008). World development report 2008: Agriculture for development.
    Byrne, B. M. (2013). Structural equation modeling with Mplus: Basic concepts, applications, and programming. routledge.
    Çakmakçi, R., Salik, M. A., & Çakmakçi, S. (2023). Assessment and Principles of Environmentally Sustainable Food and Agriculture Systems. Agriculture-Basel, 13(5), Article 1073. https://doi.org/10.3390/agriculture13051073
    Caldwell, W., Epp, S., Wan, X., Singer, R., Drake, E., & Sousa, E. C. (2022). Farmland preservation and urban expansion: case study of southern Ontario, Canada. Frontiers in Sustainable Food Systems, 6, 777816.
    Calicioglu, O., Flammini, A., Bracco, S., Bellù, L., & Sims, R. (2019). The future challenges of food and agriculture: An integrated analysis of trends and solutions. Sustainability, 11(1), 222.
    Cascetta, E., & Cascetta, E. (2009). Random utility theory. Transportation systems analysis: models and applications, 89-167.
    Chalak, A., & Abiad, M. (2012). How effective is information provision in shaping food safety related purchasing decisions? Evidence from a choice experiment in Lebanon. Food Quality and Preference, 26(1), 81-92.
    Chang, T. Y., Takahashi, D., Huang, C. C., Tseng, P. W., & Chang, K. (2024). Impact of specialized rice production and marketing zoning policy on farmland use in Taiwan. Paddy and Water Environment, 22(2), 209-222. https://doi.org/10.1007/s10333-023-00962-6
    Chavas, J.-P. (2017). On food security and the economic valuation of food. Food Policy, 69, 58-67. https://doi.org/https://doi.org/10.1016/j.foodpol.2017.03.008
    Chen, Y., Li, X., Tian, Y., & Tan, M. (2009). Structural change of agricultural land use intensity and its regional disparity in China. Journal of Geographical Sciences, 19, 545-556.
    Cheng, J. H., Sun, J., Yao, K. S., Xu, M., & Cao, Y. (2022). A variable selection method based on mutual information and variance inflation factor. Spectrochimica Acta Part a-Molecular and Biomolecular Spectroscopy, 268, Article 120652. https://doi.org/10.1016/j.saa.2021.120652
    Chibwana, C., Fisher, M., & Shively, G. (2012). Cropland allocation effects of agricultural input subsidies in Malawi. World Development, 40(1), 124-133.
    Chipfupa, U., & Wale, E. (2019). Smallholder willingness to pay and preferences in the way irrigation water should be managed: a choice experiment application in KwaZulu-Natal, South Africa. Water SA, 45(3), 383-392.
    Cho, S.-H., Newman, D. H., & Bowker, J. M. (2005). Measuring rural homeowners' willingness to pay for land conservation easements. Forest Policy and Economics, 7(5), 757-770. https://doi.org/https://doi.org/10.1016/j.forpol.2005.03.007
    Christensen, T., Pedersen, A. B., Nielsen, H. O., Mørkbak, M. R., Hasler, B., & Denver, S. (2011). Determinants of farmers’ willingness to participate in subsidy schemes for pesticide-free buffer zones—A choice experiment study. Ecological economics, 70(8), 1558-1564.
    Colen, L., Gomez y Paloma, S., Latacz‐Lohmann, U., Lefebvre, M., Préget, R., & Thoyer, S. (2016). Economic experiments as a tool for agricultural policy evaluation: insights from the European CAP. Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, 64(4), 667-694.
    Commission, E. (2023). Summary of CAP Strategic Plans for 2023-2027: joint effort and collective ambition. https://agriculture.ec.europa.eu/cap-my-country/cap-strategic-plans_en
    Conner, M., & Norman, P. (2022). Understanding the intention-behavior gap: The role of intention strength. Frontiers in Psychology, 13, 923464.
    Conner, M., & Sparks, P. (2015). Theory of planned behaviour and the reasoned action approach. Predicting and changing health behaviour: Research and practice with social cognition models, 3, 142-188.
    Cronbach, L. J. (1951). Coefficient alpha and the internal structure of tests. psychometrika, 16(3), 297-334.
    Cusworth, G., & Dodsworth, J. (2021). Using the ‘good farmer’concept to explore agricultural attitudes to the provision of public goods. A case study of participants in an English agri-environment scheme. Agriculture and Human Values, 38(4), 929-941.
    Darnhofer, I., Fairweather, J., & Moller, H. (2010). Assessing a farm's sustainability: insights from resilience thinking. International Journal of Agricultural Sustainability, 8(3), 186-198.
    Delgado, C., Brooks, K., Derlagen, C., Haggblade, S., & Lawyer, K. (2019). Use of evidence to inform agricultural policy decisions: What have we learned from experience in Africa? World Bank Washington, DC, USA.
    Department of Agriculture, F. a. t. M., Ireland. (2023). Complementary Redistributive Income Support for Sustainability (CRISS). https://www.gov.ie/en/service/b4290-complementary-redistributive-income-support-for-sustainability-criss/
    Department of Agriculture, F. a. t. M., Ireland (2023). Basic Income Support for Sustainability (BISS) Scheme. https://www.gov.ie/en/service/4ae67-basic-income-support-for-sustainability-biss-scheme/
    Dessart, F. J., Barreiro-Hurlé, J., & Van Bavel, R. (2019). Behavioural factors affecting the adoption of sustainable farming practices: a policy-oriented review. European Review of Agricultural Economics, 46(3), 417-471.
    Dey, S., Abbhishek, K., Saraswathibatla, S., & Das, D. (2025). Assessing farmers’ willingness to adopt conservation agricultural practices through an extended theory of planned behavior. Humanities and Social Sciences Communications, 12(1), 1899. https://doi.org/10.1057/s41599-025-06173-0
    Díaz, M., Concepción, E. D., Morales, M. B., Alonso, J. C., Azcárate, F. M., Bartomeus, I., Bota, G., Brotons, L., García, D., & Giralt, D. (2021). Environmental objectives of Spanish agriculture: Scientific guidelines for their effective implementation under the Common Agricultural Policy 2023-2030. Ardeola, 68(2), 445-460.
    Dobbs, T. L., & Pretty, J. (2008). Case study of agri-environmental payments: The United Kingdom. Ecological economics, 65(4), 765-775. https://doi.org/https://doi.org/10.1016/j.ecolecon.2007.07.030
    Dong, H., Zhang, Y., Sun, Y., & Jiang, T. (2022). To keep or not to keep the farmland? Incentives and barriers to farmers’ decisions in urbanizing China. Habitat International, 130, 102693. https://doi.org/https://doi.org/10.1016/j.habitatint.2022.102693
    Dong, J. Y., Ren, Z. M., Zhang, X. L., & Liu, X. L. (2023). Pastoral Differentiations' Effects on Willingness to Accept Valuation for Grassland Eco-Subsidy-Empirical Study of 410 Herder Households in Grass-Livestock Balance Sub-Policy Zones in Inner Mongolia, China. Sustainability, 15(13), Article 10001. https://doi.org/10.3390/su151310001
    Dormann, C. F., Elith, J., Bacher, S., Buchmann, C., Carl, G., Carré, G., Marquéz, J. R. G., Gruber, B., Lafourcade, B., & Leitão, P. J. (2013). Collinearity: a review of methods to deal with it and a simulation study evaluating their performance. Ecography, 36(1), 27-46.
    Dorward, A. (2009). Rethinking Agricultural Input Subsidy Programmes in a Changing World [Prepared for FAO].
    Ellis, F., & Biggs, S. (2001). Evolving themes in rural development 1950s‐2000s. Development policy review, 19(4), 437-448.
    Espinosa‐Goded, M., Barreiro‐Hurlé, J., & Ruto, E. (2010). What do farmers want from agri‐environmental scheme design? A choice experiment approach. Journal of Agricultural economics, 61(2), 259-273.
    European Commission, E. (2021). L’AGRICOLTURA E’ANCORA ESSENZIALE PER LO SVILUPPO
    DELL’UNIONE EUROPEA ? https://www.georgofili.it/Media?c=27d2ef20-940e-49db-9e9f-3cf668661c6a
    European Commission, E. (2023a). Eco-schemes. https://agriculture.ec.europa.eu/common-agricultural-policy/income-support/eco-schemes_en
    European Commission, E. (2023b). Germany – CAP Strategic Plan. https://agriculture.ec.europa.eu/cap-my-country/cap-strategic-plans/germany_en
    Fielding, K. S., McDonald, R., & Louis, W. R. (2008). Theory of planned behaviour, identity and intentions to engage in environmental activism. Journal of Environmental Psychology, 28(4), 318-326. https://doi.org/https://doi.org/10.1016/j.jenvp.2008.03.003
    Fishbein, M., & Ajzen, I. (1977). Belief, attitude, intention, and behavior: An introduction to theory and research.
    Fornell, C., & Larcker, D. F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of marketing research, 18(1), 39-50.
    Gao, Y., Zhao, D., Yu, L., & Yang, H. (2020). Influence of a new agricultural technology extension mode on farmers' technology adoption behavior in China. Journal of Rural Studies, 76, 173-183.
    Garrod, G., & Willis, K. G. (1999). Economic valuation of the environment. Books.
    Gautam, P., Singh, A. K., Srivastava, M., & Singh, P. (2012). Protection of plant varieties and farmers’ rights: a review. Indian Journal of Plant Genetic Resources, 25(01), 9-30.
    Gebrezgabher, S. A., Meuwissen, M. P., Kruseman, G., Lakner, D., & Oude Lansink, A. G. (2015). Factors influencing adoption of manure separation technology in the Netherlands. Journal of Environmental Management, 150, 1-8.
    Githinji, M., van Noordwijk, M., Muthuri, C., Speelman, E. N., & Jan Hofstede, G. (2023). Farmer land-use decision-making from an instrumental and relational perspective. Current Opinion in Environmental Sustainability, 63, 101303. https://doi.org/https://doi.org/10.1016/j.cosust.2023.101303
    Godfray, H. C. J., & Garnett, T. (2014). Food security and sustainable intensification. Philosophical transactions of the Royal Society B: biological sciences, 369(1639), 20120273.
    Greene, W. (2001). Estimating econometric models with fixed effects. Department of Economics, Stern School of Business, New York University.
    Guerin, T. F. (2019). Impacts and opportunities from large‐scale solar photovoltaic (PV) electricity generation on agricultural production. Environmental Quality Management, 28(4), 7-14.
    Han, H. (2015). Travelers' pro-environmental behavior in a green lodging context: Converging value-belief-norm theory and the theory of planned behavior. Tourism Management, 47, 164-177. https://doi.org/https://doi.org/10.1016/j.tourman.2014.09.014
    Hanemann, W. M. (1994). Valuing the environment through contingent valuation. Journal of economic perspectives, 8(4), 19-43.
    Hanley, N., Mourato, S., & Wright, R. E. (2001). Choice modelling approaches: a superior alternative for environmental valuatioin? Journal of economic surveys, 15(3), 435-462.
    Hausman, J., & McFadden, D. (1984). Specification tests for the multinomial logit model. Econometrica: Journal of the econometric society, 1219-1240.
    He, J., Wan, Y., Tang, Z., Zhu, X., & Wen, C. (2019). A developed framework for the multi-district ecological compensation standards integrating ecosystem service zoning in an urban area in China. Sustainability, 11(18), 4876.
    He, J. H., Yu, Z. F., & Fukuda, H. (2021). Extended Theory of Planned Behavior for Predicting the Willingness to Pay for Municipal Solid Waste Management in Beijing. Sustainability, 13(24), Article 13902. https://doi.org/10.3390/su132413902
    Honma, M., & Hayami, Y. (1986). Structure of agricultural protection in industrial countries. Journal of International Economics, 20(1), 115-129. https://doi.org/https://doi.org/10.1016/0022-1996(86)90064-4
    Hossain, A., Krupnik, T. J., Timsina, J., Mahboob, M. G., Chaki, A. K., Farooq, M., Bhatt, R., Fahad, S., & Hasanuzzaman, M. (2020). Agricultural land degradation: processes and problems undermining future food security. In Environment, climate, plant and vegetation growth (pp. 17-61). Springer.
    Hou, J., & Hou, B. (2019). Farmers’ adoption of low-carbon agriculture in China: An extended theory of the planned behavior model. Sustainability, 11(5), 1399.
    Huber, R., Kreft, C., Späti, K., & Finger, R. (2024). Quantifying the importance of farmers' behavioral factors in ex-ante assessments of policies supporting sustainable farming practices. Ecological economics, 224, 108303.
    Irwin, E. G., & Bockstael, N. E. (2004). Land use externalities, open space preservation, and urban sprawl. Regional science and urban economics, 34(6), 705-725. https://doi.org/https://doi.org/10.1016/j.regsciurbeco.2004.03.002
    Jaime, M. M., Coria, J., & Liu, X. (2016). Interactions between CAP agricultural and agri‐environmental subsidies and their effects on the uptake of organic farming. American Journal of Agricultural Economics, 98(4), 1114-1145.
    Jianjun, J. I. N., Chong, J., & Lun, L. I. (2013). The economic valuation of cultivated land protection: A contingent valuation study in Wenling City, China. Landscape and Urban Planning, 119, 158-164. https://doi.org/https://doi.org/10.1016/j.landurbplan.2013.06.010
    Joseph F. Hair Jr., W. C. B., Barr y J. Babin, Rolph E. Anderson. (2019). MULTIVARIATE DATA ANALYSIS (EIGHTH ed.). Annabel Ainscow.
    Kaplan, D. (2008). Structural equation modeling: Foundations and extensions (Vol. 10). SAGE publications.
    Khanh, P. T., Ngoc, T. T. H., & Pramanik, S. (2023). Future of smart agriculture techniques and applications. In Handbook of research on AI-equipped IoT applications in high-tech agriculture (pp. 365-378). IGI Global.
    Kirby, K. N., Godoy, R., Reyes-Garcı́a, V., Byron, E., Apaza, L., Leonard, W., Pérez, E., Vadez, V., & Wilkie, D. (2002). Correlates of delay-discount rates: Evidence from Tsimane' Amerindians of the Bolivian rain forest. Journal of Economic Psychology, 23(3), 291-316. https://doi.org/https://doi.org/10.1016/S0167-4870(02)00078-8
    Kleijn, D., Rundlöf, M., Scheper, J., Smith, H. G., & Tscharntke, T. (2011). Does conservation on farmland contribute to halting the biodiversity decline? Trends in ecology & evolution, 26(9), 474-481.
    Kline, R. B. (2023). Principles and practice of structural equation modeling. Guilford publications.
    Knowler, D., & Bradshaw, B. (2007). Farmers’ adoption of conservation agriculture: A review and synthesis of recent research. Food Policy, 32(1), 25-48.
    Koesling, M., Flaten, O., & Lien, G. (2008). Factors influencing the conversion to organic farming in Norway. International Journal of Agricultural Resources, Governance and Ecology, 7(1-2), 78-95.
    Krosnick, J. A. (2018). Questionnaire design. The Palgrave handbook of survey research, 439-455.
    Lal, R. (2004). Soil carbon sequestration impacts on global climate change and food security. Science, 304(5677), 1623-1627.
    Läpple, D., & Kelley, H. (2013). Understanding the uptake of organic farming: Accounting for heterogeneities among Irish farmers. Ecological economics, 88, 11-19.
    Li, J., Jiang, R., & Tang, X. (2024). Assessing psychological factors on farmers' intention to apply organic manure: an application of extended theory of planned behavior. Environment, Development and Sustainability, 26(1), 2467-2491.
    Li, J., Jiang, R., & Tang, X. Y. (2024). Assessing psychological factors on farmers' intention to apply organic manure: an application of extended theory of planned behavior. Environment Development and Sustainability, 26(1), 2467-2491. https://doi.org/10.1007/s10668-022-02829-y
    Li, J., Khan, A. A., Khan, S. U., Ali, M. A. S., & Luo, J. (2022). Estimating farmers’ willingness to pay for photovoltaic industry to improve agricultural green resources and environment. Frontiers in Environmental Science, 10, 1029568.
    Li, L., Long, X., Laubayeva, A., Cai, X., & Zhu, B. (2020). Behavioral intention of environmentally friendly agricultural food: the role of policy, perceived value, subjective norm. Environmental Science and Pollution Research, 27, 18949-18961.
    Lindner, J. R. (2002). Handling of nonresponse error in the Journal of International Agricultural and Extension Education. Journal of International Agricultural and Extension Education, 9(3), 55-60.
    Lindsjö, K., Mulwafu, W., Andersson Djurfeldt, A., & Joshua, M. K. (2021). Generational dynamics of agricultural intensification in Malawi: Challenges for the youth and elderly smallholder farmers. International Journal of Agricultural Sustainability, 19(5-6), 423-436.
    Liu, J., Fang, Y., Wang, G., Liu, B., & Wang, R. (2023). The aging of farmers and its challenges for labor-intensive agriculture in China: a perspective on farmland transfer plans for farmers' retirement. Journal of Rural Studies, 100, 103013.
    Lomax, R. G. (2004). A beginner's guide to structural equation modeling. psychology press.
    Louviere, J. J., Hensher, D. A., & Swait, J. D. (2000). Stated choice methods: analysis and applications. Cambridge university press.
    Lu, C.-F., & Cheng, C.-Y. (2023). Does the change of agricultural zoning policy achieve farmland protection in Taiwan? Land use policy, 126, 106518.
    Lu, G., Miao, Y., Dong, X., Dong, Z., An, H., & Li, X. (2024). Strategies for improving food security under the impact of external grain price fluctuations: evidence from China. Applied Economics, 1-17.
    Lu, S., Sun, Z. N., & Huang, M. (2024). The impact of digital literacy on farmers' pro-environmental behavior: an analysis with the Theory of Planned Behavior. Frontiers in Sustainable Food Systems, 8, Article 1432184. https://doi.org/10.3389/fsufs.2024.1432184
    MacCallum, R. (1986). Specification searches in covariance structure modeling. Psychological bulletin, 100(1), 107.
    Mallery, P., & George, D. (2000). SPSS for windows step by step. In: Allyn & Bacon, Inc.
    Marsh, H. W., Guo, J. S., Parker, P. D., Nagengast, B., Asparouhov, T., Muthén, B., & Dicke, T. (2018). What to do When Scalar Invariance Fails: The Extended Alignment Method for Multi-Group Factor Analysis Comparison of Latent Means Across Many Groups. Psychological Methods, 23(3), 524-545. https://doi.org/10.1037/met0000113
    McFadden, D. (1987). Regression-based specification tests for the multinomial logit model. Journal of econometrics, 34(1-2), 63-82.
    Morey, E., & Greer Rossmann, K. (2003). Using stated-preference questions to investigate variations in willingness to pay for preserving marble monuments: classic heterogeneity, random parameters, and mixture models. Journal of Cultural Economics, 27, 215-229.
    Morris, C., & Potter, C. (1995). Recruiting the new conservationists: farmers' adoption of agri-environmental schemes in the UK. Journal of Rural Studies, 11(1), 51-63.
    Mutaqin, D. J., & Usami, K. (2019). Smallholder farmers’ willingness to pay for agricultural production cost insurance in rural West Java, Indonesia: A contingent valuation method (CVM) approach. Risks, 7(2), 69.
    Mzoughi, N. (2011). Farmers adoption of integrated crop protection and organic farming: Do moral and social concerns matter? Ecological economics, 70(8), 1536-1545.
    Nishi, M. (2023). Japanese land reform in the new era?: Farmers' wellbeing and sustainable farmland management. Environment and Planning C-Politics and Space, 41(3), 429-447. https://doi.org/10.1177/23996544221138711
    O’brien, R. M. (2007). A caution regarding rules of thumb for variance inflation factors. Quality & quantity, 41, 673-690.
    Organization, W. H. (2020). The state of food security and nutrition in the world 2020: transforming food systems for affordable healthy diets (Vol. 2020). Food & Agriculture Org.
    Pigou, A. (2017). The economics of welfare. Routledge.
    Pretty, J. (2008). Agricultural sustainability: concepts, principles and evidence. Philosophical transactions of the Royal Society B: biological sciences, 363(1491), 447-465.
    Pretty, J., Brett, C., Gee, D., Hine, R., Mason, C., Morison, J., Rayment, M., Van Der Bijl, G., & Dobbs, T. (2001). Policy challenges and priorities for internalizing the externalities of modern agriculture. Journal of environmental planning and management, 44(2), 263-283.
    Purushothaman, S., Patil, S., Francis, I., König, H. J., Reidsma, P., & Hegde, S. (2013). Participatory impact assessment of agricultural practices using the land use functions framework: case study from India. International Journal of Biodiversity Science, Ecosystem Services & Management, 9(1), 2-12.
    Randall, A. (1983). The problem of market failure. Natural Resources Journal, 23(1), 131-148.
    Randall, A. (2002). Valuing the outputs of multifunctional agriculture. European review of agricultural economics, 29(3), 289-307.
    Raykov, T., & Marcoulides, G. A. (2011). Introduction to psychometric theory. Routledge.
    Ricart, S., Gandolfi, C., & Castelletti, A. (2023). Climate change awareness, perceived impacts, and adaptation from farmers’ experience and behavior: a triple-loop review. Regional Environmental Change, 23(3), 82.
    Robert M. Groves, F. J. F., Jr., Mick P. Couper, James M. Lepkowski, Eleanor Singer, Roger Tourangeau (2014). 調查方法 Survey Methodology 2E (陳信木、徐富珍、張喻婷、裘雁鈴, Trans.). 雙葉書廊.
    Ruto, E., & Garrod, G. (2009). Investigating farmers' preferences for the design of agri-environment schemes: a choice experiment approach. Journal of environmental planning and management, 52(5), 631-647.
    Samuelson, P. A. (1954). The pure theory of public expenditure. The review of economics and statistics, 387-389.
    Sapbamrer, R., & Thammachai, A. (2021). A systematic review of factors influencing farmers’ adoption of organic farming. Sustainability, 13(7), 3842.
    Sarker, R., Meilke, K., & Hoy, M. (1993). The Political Economv of Svstematic Government Intervention in Agriculture. Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, 41(3), 289-309.
    Savari, M., & Gharechaee, H. (2020). Application of the extended theory of planned behavior to predict Iranian farmers' intention for safe use of chemical fertilizers. Journal of Cleaner Production, 263, Article 121512. https://doi.org/10.1016/j.jclepro.2020.121512
    Savari, M., & Khaleghi, B. (2023). Application of the extended theory of planned behavior in predicting the behavioral intentions of Iranian local communities toward forest conservation. Frontiers in Psychology, 14, Article 1121396. https://doi.org/10.3389/fpsyg.2023.1121396
    Schindler, J., Graef, F., König, H. J., McHau, D., Saidia, P., & Sieber, S. (2016). Sustainability impact assessment to improve food security of smallholders in Tanzania. Environmental Impact Assessment Review, 60, 52-63. https://doi.org/https://doi.org/10.1016/j.eiar.2016.04.006
    Schober, P., Boer, C., & Schwarte, L. A. (2018). Correlation coefficients: appropriate use and interpretation. Anesthesia & analgesia, 126(5), 1763-1768.
    Sen, L. H., Chou, P., Dacuyan, F. B., Nyberg, Y., & Wetterlind, J. (2024). Barriers and enablers of digital extension services' adoption among smallholder farmers: the case of Cambodia, the Philippines and Vietnam. International Journal of Agricultural Sustainability, 22(1), Article 2368351. https://doi.org/10.1080/14735903.2024.2368351
    Senger, I., Borges, J. A. R., & Machado, J. A. D. (2017). Using the theory of planned behavior to understand the intention of small farmers in diversifying their agricultural production. Journal of Rural Studies, 49, 32-40.
    Serebrennikov, D., Thorne, F., Kallas, Z., & McCarthy, S. N. (2020). Factors influencing adoption of sustainable farming practices in Europe: A systemic review of empirical literature. Sustainability, 12(22), 9719.
    Sheeran, P., & Webb, T. L. (2016). The intention–behavior gap. Social and personality psychology compass, 10(9), 503-518.
    Six, J., Feller, C., Denef, K., Ogle, S., de Moraes Sa, J. C., & Albrecht, A. (2002). Soil organic matter, biota and aggregation in temperate and tropical soils-Effects of no-tillage. Agronomie, 22(7-8), 755-775.
    Tama, R. A. Z., Hoque, M. M., Liu, Y., Alam, M. J., & Yu, M. (2023). An application of partial least squares structural equation modeling (PLS-SEM) to examining farmers’ behavioral attitude and intention towards conservation Agriculture in Bangladesh. Agriculture, 13(2), 503.
    Tama, R. A. Z., Ying, L., Yu, M., Hoque, M. M., Adnan, K. M., & Sarker, S. A. (2021). Assessing farmers’ intention towards conservation agriculture by using the Extended Theory of Planned Behavior. Journal of Environmental Management, 280, 111654.
    Tang, L., & Sun, S. (2022). Fiscal incentives, financial support for agriculture, and urban-rural inequality. International Review of Financial Analysis, 80, 102057. https://doi.org/https://doi.org/10.1016/j.irfa.2022.102057
    Timmer, C. P. (2010). Reflections on food crises past. Food Policy, 35(1), 1-11. https://doi.org/https://doi.org/10.1016/j.foodpol.2009.09.002
    Tsai, H.-W., & Lee, Y.-C. (2023). Effects of land use change and crop rotation practices on farmland ecosystem service valuation. Ecological Indicators, 155, 110998.
    Tsai, M.-H., Chang, Y.-C., Yang, T.-Y., & Luh, Y.-H. (2021). Factors determining rice farm households’ adoption of organic farming in Taiwan. Agronomy, 11(11), 2195.
    Tscharntke, T., Klein, A. M., Kruess, A., Steffan‐Dewenter, I., & Thies, C. (2005). Landscape perspectives on agricultural intensification and biodiversity–ecosystem service management. Ecology letters, 8(8), 857-874.
    Tsiboe, F., & Turner, D. (2023). The crop insurance demand response to premium subsidies: Evidence from US Agriculture. Food Policy, 119, 102505.
    Uematsu, H., & Mishra, A. K. (2012). Organic farmers or conventional farmers: Where's the money? Ecological economics, 78, 55-62.
    United Nations Development Programme, U. (2022). Multi-Stakeholder Collaboration for Systemic Change: A New Approach to Strengthening Farmer Support Systems. https://www.undp.org/facs/publications/farmer-support-system
    Wang, J. Y., Zhang, Z. W., & Liu, Y. S. (2018). Spatial shifts in grain production increases in China and implications for food security. Land Use Policy, 74, 204-213. https://doi.org/10.1016/j.landusepol.2017.11.037
    Wang, W. Y., Jin, J. J., He, R., Gong, H. Z., & Tian, Y. H. (2018). Farmers' Willingness to Pay for Health Risk Reductions of Pesticide Use in China: A Contingent Valuation Study. International Journal of Environmental Research and Public Health, 15(4), Article 625. https://doi.org/10.3390/ijerph15040625
    Wauters, E., Bielders, C., Poesen, J., Govers, G., & Mathijs, E. (2010). Adoption of soil conservation practices in Belgium: An examination of the theory of planned behaviour in the agri-environmental domain. Land use policy, 27(1), 86-94.
    Willock, J., Deary, I. J., Edwards‐Jones, G., Gibson, G. J., McGregor, M. J., Sutherland, A., Dent, J. B., Morgan, O., & Grieve, R. (1999). The role of attitudes and objectives in farmer decision making: business and environmentally‐oriented behaviour in Scotland. Journal of Agricultural economics, 50(2), 286-303.
    Winter, M. (1997). New policies and new skills: agricultural change and technology transfer. Sociologia Ruralis, 37(3), 363-381.
    Yang, X., Zhou, X. H., & Deng, X. Z. (2022). Modeling farmers' adoption of low-carbon agricultural technology in Jianghan Plain, China: An examination of the theory of planned behavior. Technological Forecasting and Social Change, 180, Article 121726. https://doi.org/10.1016/j.techfore.2022.121726
    Yazdanpanah, M., Hayati, D., Hochrainer-Stigler, S., & Zamani, G. H. (2014). Understanding farmers' intention and behavior regarding water conservation in the Middle-East and North Africa: A case study in Iran. Journal of Environmental Management, 135, 63-72.
    Yuriev, A., Dahmen, M., Paillé, P., Boiral, O., & Guillaumie, L. (2020). Pro-environmental behaviors through the lens of the theory of planned behavior: A scoping review. Resources Conservation and Recycling, 155, Article 104660. https://doi.org/10.1016/j.resconrec.2019.104660
    Zeweld, W., Van Huylenbroeck, G., Tesfay, G., & Speelman, S. (2017). Smallholder farmers' behavioural intentions towards sustainable agricultural practices. Journal of Environmental Management, 187, 71-81.
    Zhang, L., Ruiz-Menjivar, J., Luo, B. L., Liang, Z. H., & Swisher, M. E. (2020). Predicting climate change mitigation and adaptation behaviors in agricultural production: A comparison of the theory of planned behavior and the Value-Belief-Norm Theory. Journal of Environmental Psychology, 68, Article 101408. https://doi.org/10.1016/j.jenvp.2020.101408
    Zhang, Q., Xiao, H., Duan, M., Zhang, X., & Yu, Z. (2015). Farmers’ attitudes towards the introduction of agri-environmental measures in agricultural infrastructure projects in China: Evidence from Beijing and Changsha. Land use policy, 49, 92-103.
    Zhu, Y., & Chen, J. (2022). Small-scale farmers’ preference heterogeneity for green agriculture policy incentives identified by choice experiment. Sustainability, 14(10), 5770.
    內政部. (2018). 全國國土計畫 https://www.nlma.gov.tw/filesys/file/rp6/rp1070430_3.pdf
    內政部國土管理署. (2024). 國土計畫土地使用管制規則. https://www.nlma.gov.tw/filesys/file/EMMA/a1130429-1.pdf
    內政部營建署. (2020). 國土功能分區及分類與使用地劃設作業手冊. https://www.tcd.gov.tw/uploadfile/20210108_10903.pdf
    王明妤, 林玠恒, 方治文, 凃安蓉, 張甄育, & 林倩如. (2011). 農民持續採用有機耕種行為意圖之研究:以計畫行為理論為基礎 [Investigating the Behavioral Intentions of Farmers to Retain Organic Farming based on the Theory of Planned Behavior]. 台灣農學會報, 12(1), 68-88. https://doi.org/10.6730/jaat.201102_12(1).0006
    王瓊芯. (2021). 平地森林園區永續土地利用模式之建構與應用. https://hdl.handle.net/11296/kfx9d7
    古金台. (2024). 苗栗縣農友農業社會責任的態度對行為意向之影響研究. 苗栗區農業改良場研究彙報(3), 37-70.
    行政院主計總處. (2010). 109年農林漁牧業普查綜合報告. https://www.stat.gov.tw/News_Content.aspx?Create=1&n=2763&state=1327FD6AD8DCDA52&s=231576&ccms_cs=1&sms=11069
    行政院主計總處. (2022). 民國111年工業及服務業受僱員工全年總薪資中位數及分布統計結果. https://www.dgbas.gov.tw/News_Content.aspx?n=3602&s=232651
    行政院主計總處. (2023). 民國111年家庭收支調查報告. https://ws.dgbas.gov.tw/001/Upload/466/ebook/ebook_248815//pdf/full.pdf
    行政院國家發展委員會. (2023). 都市及區域發展統計彙編-112年統計彙編. https://www.ndc.gov.tw/Content_List.aspx?n=4B99C493B8463009
    行政院農業部. (2001). 農業政策與農業法規. https://www.moa.gov.tw/ws.php?id=3860
    行政院農業部. (2021a). 新農業創新推動方案. https://www.ey.gov.tw/Page/5A8A0CB5B41DA11E/d67af8eb-ab85-4e7f-b090-b72f2a1fbf17
    行政院農業部. (2021b). 新農業創新推動方案 2.0. https://www.moa.gov.tw/upload/files/web_structure/3/1100312%E6%96%B0%E8%BE%B2%E6%A5%AD%E5%89%B5%E6%96%B0%E6%8E%A8%E5%8B%95%E6%96%B9%E6%A1%882_0(coa%E4%B8%8A%E7%B6%B2).pdf
    行政院農業部. (2022a). 民國111年農業統計年報. https://agrstat.moa.gov.tw/sdweb/public/book/Book.aspx
    行政院農業部. (2022b). 第二期「綠色環境給付計畫」(111-114年). https://www.ey.gov.tw/Page/5A8A0CB5B41DA11E/98fc2be9-3fdd-439f-b43c-7f8af1f27d46
    行政院農業部. (2023a). 農耕土地面積. 農業資料開放平台. https://data.moa.gov.tw/open_detail.aspx?id=TtusYV8k5Wz8
    行政院農業部. (2023b). 農業統計視覺化查詢-農家總體經濟:農耕土地. https://statlearning.moa.gov.tw/aqsys_on/index.html
    许庆, 尹荣梁, & 章辉. (2011). 规模经济, 规模报酬与农业适度规模经营. 经济研究, 3, 59-71.
    李承嘉, 方怡茹, 廖本全, 王玉真, & 藍逸之. (2011). 台灣農地功能之研究: 一般民眾與農民態度及空間差異的比較. Journal of Taiwan Land Research, 14(1), 29-67.
    李承嘉, 廖麗敏, 陳怡婷, & 王玉真*****藍逸之. (2009). 多功能農業體制下的農地功能與使用方案選擇. Journal of Taiwan Land Research, 12(2), 135-162.
    李琪明. (2020). 多面向道德情意量表之發展與信效度考驗. 教育心理學報, 51(4), 561-583.
    周美伶. (2005). 購屋者外部資訊搜尋管道選擇行為與搜尋期間之探討. 住宅學報, 14(2), 1-25.
    邱皓政. (2003). 自我概念向度與成份雙維理論之效度檢驗與相關因素研究. In: 教育與心理研究.
    梁世安, & 余國瑋. (2005). 以科技接受模式探討二輪式電動代步車消費者接受程度. 行銷評論, 2(2), 135-148.
    陳寬裕、王正華. (2018). 結構方程模型 : 運用AMOS分析 / 陳寬裕, 王正華著. 五南.
    游錦雲, 李思賢, 李蘭, & 陳玉佩. (2009). 兒童內化行為問題測量工具的建立及其信效度研究. 測驗學刊.
    詹永紳. (2018). 以計畫行為理論探討臺中農民耕作環境行為之研究. 臺灣師範大學環境教育研究所學位論文, 1-85.
    農業部. (2011). 政府加強產業結構調整提升競爭力,農家農業所得穩步回升. https://www.moa.gov.tw/theme_data.php?theme=news&sub_theme=agri&id=4116
    農業部. (2017). 立定決心 保護農地 遏止農地上違法工廠亂象. https://www.moa.gov.tw/theme_data.php?theme=news&sub_theme=agri&id=7014
    農業部. (2023). 農業環境基本給付-113年「綠色環境給付計畫」內容. https://m.moa.gov.tw/Subsidy/Detail/88
    農業部. (2024). 農業就業人口按性別及年齡及從業身分別分. https://statlearning.moa.gov.tw/aqsys_on/importantArgiGoal_lv3_1_6_3_1.html
    農業部. (2025). 重要農業施政措施-「智慧韌性 永續安心」農業政策行動策略. 行政院農業部. https://www.ey.gov.tw/state/CD050F4E4007084B/eca9c73f-eab3-4628-9e73-afd18523027a
    農業部農糧署. (2024). 農糧署補助獎勵措施查詢系統. https://psd.afa.gov.tw/
    臺南市政府. (2023). 臺南市國土功能分區圖繪製說明書(草案). chrome-extension://efaidnbmnnnibpcajpcglclefindmkaj/https://www.nlma.gov.tw/uploads/files/149a8c8cf5543596fd1ff44048cd4d56.pdf
    臺南市政府農業局. (2023). 臺南農產分布及產期. 臺南市政府農業局. https://agron.tainan.gov.tw/cp.aspx?n=34637
    臺南市政府農業局. (2025). 臺南農業概況. https://agron.tainan.gov.tw/cp.aspx?n=33941

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