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Research article · 2024 · Full text

International Journal of Agriculture Extension and Social Development

Construction of a scale for measuring consequences of farmer producer company on its beneficiaries

Lade AHAhire RdKausadikar KD

Volume 7(4) · Pages 435–400 · DOI: 10.33545/26180723.2024.v7.i4f.559 ↗

Research areasAgriculture Market Analysis Ukraine

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Abstract

Author-written

The present study aimed to develop and standardize a scale to measure the consequences of Farmer Producer Company on its beneficiaries in the Marathwada region. The summated rating method, developed by Likert (1932) and Edwards (1969), was employed for this purpose. Out of 54 statements, 48 were selected based on their t-values, with greater than 1.75 and highest ‘t’ value were finally selected for inclusion in the scale. The reliability of the scale was assessed using the reliability coefficient (Cronbach's alpha), which was found to be 0.83. The validity of the scale was evaluated through expert judgments. The reliability and validity results indicate the consistency and precision of the scale's outcomes. The final set of 48 statements was administered on a five-point continuum, where scores for positive statements ranged from 'Strongly Agree' to 'Strongly Disagree' (5 to 1), and for negative statements, the scoring was reversed.

Summary

Source-checked

Plain-language reading of the full paper, prepared with AI and checked against the text. Each point links to the authors' own words.

  1. Why it matters

    • Agriculture is essential for livelihood security in rural India and serves as the backbone of the national economy. View evidence ↗

      Why it matters

      Agriculture is essential for livelihood security in rural India and serves as the backbone of the national economy.

      In the paper's own words

      “Agriculture, serving as the backbone of the Indian economy, plays a pivotal role in ensuring livelihood security, especially in rural areas where farm-related sources dominate.”

      Page 1

      Found in: Introduction

      Read it in the full textOpen PDF at page 1 ↗
    • A vast majority of Indian farmers, approximately 86%, are classified as small or marginal, typically managing land holdings of 2.00 hectares or less. View evidence ↗

      Why it matters

      A vast majority of Indian farmers, approximately 86%, are classified as small or marginal, typically managing land holdings of 2.00 hectares or less.

      In the paper's own words

      “Specifically, 86 per cent of farmers fall into the categories of small farmers (with land between 1.01 ha and 2.00 ha) or marginal farmers (with less than 1.00 ha of land).”

      Page 1

      Found in: Introduction

      Read it in the full textOpen PDF at page 1 ↗
    • Farmer Producer Companies (FPCs) are used as tools to help small farmers improve their market participation, productivity, and overall profitability. View evidence ↗

      Why it matters

      Farmer Producer Companies (FPCs) are used as tools to help small farmers improve their market participation, productivity, and overall profitability.

      In the paper's own words

      “Farmers' Producer Company is a powerful tool for small farmers to enhance their participation in the market, leading to improved agricultural production, productivity, and profitability.”

      Page 1

      Found in: Introduction

      Read it in the full textOpen PDF at page 1 ↗
  2. The question

    • The study aimed to create and standardize a measurement scale to evaluate the impact of Farmer Producer Companies on their beneficiaries within the Marathwada region. View evidence ↗

      The question

      The study aimed to create and standardize a measurement scale to evaluate the impact of Farmer Producer Companies on their beneficiaries within the Marathwada region.

      In the paper's own words

      “The present study aimed to develop and standardize a scale to measure the consequences of Farmer Producer Company on its beneficiaries in the Marathwada region.”

      Page 1

      Found in: Methodology

      Read it in the full textOpen PDF at page 1 ↗
  3. What they did

    • The researchers used the summated rating method, based on the work of Likert and Edwards, to construct the scale. View evidence ↗

      What they did

      The researchers used the summated rating method, based on the work of Likert and Edwards, to construct the scale.

      In the paper's own words

      “The summated rating method, developed by Likert (1932) and Edwards (1969), was employed for this purpose.”

      Page 1

      Found in: Methodology

      Read it in the full textOpen PDF at page 1 ↗
    • To test relevancy, 95 initial statements were reviewed by 100 responding judges from various agricultural universities and institutes. View evidence ↗

      What they did

      To test relevancy, 95 initial statements were reviewed by 100 responding judges from various agricultural universities and institutes.

      In the paper's own words

      “The selected 95 statements were sent to 160 judges... A total of 100 judges responded to the appeal and returned the duly filled schedules.”

      Page 2

      Found in: Relevancy of the statements

      Read it in the full textOpen PDF at page 2 ↗
    • The study used the top and bottom 25% of respondents as criterion groups to evaluate the ability of individual statements to differentiate between high and low groups. View evidence ↗

      What they did

      The study used the top and bottom 25% of respondents as criterion groups to evaluate the ability of individual statements to differentiate between high and low groups.

      In the paper's own words

      “The top 25.00 percent of respondents with their total scores were considered as the high group, while the bottom 25.00 percent were considered as the low group.”

      Page 3

      Found in: Calculation of 't' value (Item Analysis)

      Read it in the full textOpen PDF at page 3 ↗
  4. What they found

    • Based on relevancy weightage (>0.66), percentage (>66%), and mean score (>2.00), 54 statements were retained from the original 95. View evidence ↗

      What they found

      Based on relevancy weightage (>0.66), percentage (>66%), and mean score (>2.00), 54 statements were retained from the original 95.

      In the paper's own words

      “Taking into consideration the overall values, items with a relevancy weightage of more than 0.66, a relevancy percentage of more than 66.00 percent, and a mean relevancy score of more than 2.00 were considered for inclusion in the item analysis. Consequently, 54 statements were retained out of the initial 95 statements.”

      Page 2

      Found in:  Relevancy Weightage

      Read it in the full textOpen PDF at page 2 ↗
    • The final scale was reduced to 48 statements after selecting those with a 't' value greater than 1.75. View evidence ↗

      What they found

      The final scale was reduced to 48 statements after selecting those with a 't' value greater than 1.75.

      In the paper's own words

      “After computing the ‘t’ value for all 54 items, statements with a value greater than 1.75 and the highest ‘t’ value were finally selected, resulting in 48 statements for inclusion in the scale.”

      Page 5

      Found in: Calculation of 't' value (Item Analysis)

      Read it in the full textOpen PDF at page 5 ↗
    • The reliability coefficient (Cronbach's alpha) for the scale was determined to be 0.83. View evidence ↗

      What they found

      The reliability coefficient (Cronbach's alpha) for the scale was determined to be 0.83.

      In the paper's own words

      “The reliability of the scale was assessed using the reliability coefficient (Cronbach's alpha), which was found to be 0.83.”

      Page 1

      Found in: Calculation of 't' value (Item Analysis)

      Read it in the full textOpen PDF at page 1 ↗
  5. What it means

    • The authors conclude that they have successfully developed a standardized 48-statement tool to measure the impact of FPCs on beneficiaries. View evidence ↗

      What it means

      The authors conclude that they have successfully developed a standardized 48-statement tool to measure the impact of FPCs on beneficiaries.

      In the paper's own words

      “The study has successfully developed a practical tool a standardized scale with 48 statements to gauge the impact of farmer producer companies on their beneficiaries.”

      Page 6

      Found in: Conclusion

      Read it in the full textOpen PDF at page 6 ↗
    • The authors recommend the scale as a crucial tool for policymakers to gain insights for informed decision-making regarding agricultural initiatives. View evidence ↗

      What it means

      The authors recommend the scale as a crucial tool for policymakers to gain insights for informed decision-making regarding agricultural initiatives.

      In the paper's own words

      “This scale is crucial for policymakers, providing them with valuable insights to make informed decisions.”

      Page 6

      Found in: Conclusion

      Read it in the full textOpen PDF at page 6 ↗

Visual summary

1 visuals

Illustrations explain the paper; they do not show study data.

AI-generated illustration
AI-generated conceptual illustration (Indian farmers and agricultural university experts). It explains the idea and does not show study data.↗ Enlarge
Scale Development Workflow
AI-generated conceptual illustration (Indian farmers and agricultural university experts). It explains the idea and does not show study data.

AI-generated conceptual illustration (Indian farmers and agricultural university experts). It explains the idea and does not show study data.

Open full-size image ↗

Scale Development Workflow

AI-generated conceptual illustration (Indian farmers and agricultural university experts). It explains the idea and does not show study data.

View source evidence ↗

Figures & tables

From the original paper
Judges contacted and responses receivedTable 1Page 2The calculation of ‘t’ value for measuring the extent to which a given statement differentiates between the high and low groups ofTable 2Page 3A list of 54 statements with their respective ‘t’ values.Table 3Page 4A List of 48 statements for scale construction to measure the consequences of Farmer Producer Company on its beneficiariesTable 4Page 5
FULL TEXT Original article · reflowed for reading

Introduction

Agriculture, serving as the backbone of the Indian economy, plays a pivotal role in ensuring livelihood security, especially in rural areas where farm-related sources dominate. Livelihoods in these regions encompass a mix of on-farm and off-farm activities, providing diverse strategies for acquiring both food and cash (Frankenberger, 1998) [3] . This crucial sector contributes a substantial 18.3 per cent to the GDP and offers employment to 58.3 per cent of the country's population (PIB, 2023). In the present context of rapid changes, the agriculture sector in India faces severe challenges such as declining per capita agricultural land availability (due to increased fragmentation of land holdings), a decline in the natural resources base, increased demand for land for non-agricultural purposes due to urbanization and industrialization, and the disinterest of the youth towards agriculture. More than 40.00 per cent of rural youth wish to quit farming. In Indian farming, the majority of farmers are small and marginal. Specifically, 86 per cent of farmers fall into the categories of small farmers (with land between 1.01 ha and 2.00 ha) or marginal farmers (with less than 1.00 ha of land). On average, each of these farmers takes care of about 1.16 ha of land. This smallholding pattern is more noticeable now than ever before in Indian agriculture. Farmers' Producer Company is a powerful tool for small farmers to enhance their participation in the market, leading to improved agricultural production, productivity, and profitability. This collaborative approach addresses key challenges in agriculture by providing small farmers with better access to investments, technology, inputs, and markets. The primary goal of FPO is to ensure that individual farmers can achieve better income by organizing themselves, particularly crucial for those with limited resources to benefit from economies of scale. In the agricultural marketing landscape, FPC mitigates issues arising from a complex chain of non-transparent middlemen, enabling primary producers to receive a more significant share of the value that consumers pay. Through this collective effort, farmers gain the advantages of economies of scale, enhancing their bargaining power with bulk buyers and suppliers. Recognizing that the success of small-scale, resource-poor farmers is closely tied to increased productivity, specialization, and higher income, FPC emerges as a vital catalyst for positive transformation in the agricultural sector (Jose et al, 2023) [4] .

Specific objective of the study

To develop scale to measure consequences of farmer producer company on its beneficiaries

Methodology

An attempt has been made in the present investigation to develop a scale to measure consequences of farmer producer company on its beneficiaries, It refers to consequences are changes that occurrence to an individual or social system as a result of the adoption or rejection of an innovation. The method of Summated Rating suggested by Likert (1932) [5] and Edwards (1969) [2] were followed in the construction of scale. This method was followed through six stages viz., identification of dimensions, collection and edition of items, relevancy test, item analysis, selection of statements and www.extensionjournal.com administration of final scale, reliability and validity.

Identification of Dimensions

Farmer Producer Company is the dimension related to consequences of farmer Producer Company on its beneficiaries in this investigation which is identified based on review of literature and discussion with research guide, expert in the field of extension education.

Collection and edition of items

Ninety five (95) statements expressing the consequences of farmer producer company on its beneficiaries have been collected from available literature, websites and in consultation with research guide, expert in the field of extension education and they were edited on the basis of 14 criterion suggested by Thurstone (1946) [7] , Likert (1932) [5] and Edward (1957) [2] . Out of one hundred thirteen (113) statements, ninety five (95) statements were retained after editing. These statements were found to be non-ambiguous and non-factual.

Relevancy of the statements

The selected 95 statements were sent to 160 judges, including assistant professors, associate professors, scientists, and extension personnel from State Agricultural Universities, Deemed Universities, and National Institutes such as MANAGE and ICAR institutes. They were provided with appropriate instructions to critically judge the items for their relevancy in measuring the consequences of a farmer producer company on its beneficiaries. Each judge was asked to carefully assess the relevance of each statement using a three-point continuum: Most Relevant (MR), Relevant (R), and Not Relevant (NR), with corresponding scores of 3, 2, and 1 respectively. Additionally, their opinion about the inclusion of the statements in the final scale was solicited. A total of 100 judges responded to the appeal and returned the duly filled schedules. Based on the responses received, the relevancy weightage, relevancy percentage, and mean relevancy score for each statement were calculated using the appropriate formulas, and the computed values are presented in Table 1.

Table 1. Judges contacted and responses received
Sr. No.ParticularsNumber of judges contactedNumber of appropriate responses received
1Dean, Head of Extension Education discipline2213 (13.00)
2Professor/equivalent2816 (16.00)
3Associate Professor/equivalent4020 (20.00)
4Assistant Professor/equivalent7051 (51.00)
Total number of judges =160100 (100.00)

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Table 1
Judges contacted and responses received

Judges contacted and responses received

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Original paper tableSource PDF · page 2 ↗

Selection of Items

The responses of the judges were tabulated, and the data were analyzed to calculate the Relevancy Weightage (RW), Relevancy Percentage (RP), and Mean Relevancy Score (MRS) for all the statements as follows.

 Relevancy Weightage

It was obtained by the standard formula which is given below. Where, MRS = Mean Relevancy Score MRR = Most Relevant Response RR = Relevant Response NRR = Not Relevant Response Using these three criteria, the items were screened for their relevancy. Taking into consideration the overall values, items with a relevancy weightage of more than 0.66, a relevancy percentage of more than 66.00 percent, and a mean relevancy score of more than 2.00 were considered for inclusion in the item analysis. Consequently, 54 statements were retained out of the initial 95 statements.

Calculation of 't' value (Item Analysis)

The critical ratio, which is the 't' value measuring the extent to which a given statement differentiates between the high and low groups of respondents for each statement, was calculated using the formula suggested by Edward (1957) [2] . These 54 statements underwent item analysis to determine their relevance in analyzing the consequences of a farmer producer company on its beneficiaries in Maharashtra state. For this, 40 beneficiaries of the FPC were selected from a non-sampling survey area. Warneshwar Agro Producer Company Limited, located at At. Warna Tq. Jintur Dist.

Parbhani, was chosen for the non-sampling survey. From this FPC, four villages were selected based on the maximum number of beneficiaries. Ten beneficiaries were then selected from each of these villages, resulting in a total of 40 respondent beneficiaries for the non-sampling survey. The respondents were asked to provide their responses to each statement on a five-point continuum ranging from 'Strongly agree' to 'Strongly disagree'. The scoring pattern adopted was 5 for a 'Strongly agree' response, 4 for 'Agree', 3 for 'Undecided', 2 for 'Disagree', and 1 for 'Strongly disagree' responses for positive statements. For negative statements, the scoring pattern was reversed. Based on the total scores, the respondents were arranged in descending order. The top 25.00 percent of respondents with their total scores were considered as the high group, while the bottom 25.00 percent were considered as the low group. These two groups were utilized as criterion groups to evaluate individual statements, as suggested by Edwards (1957). Thus, out of the 40 beneficiaries of the FPC to whom the items were administered for item analysis, 10 beneficiaries with the lowest scores and 10 with the highest scores were used as criterion groups for evaluating individual items. The critical ratio, denoted as the 't' value, serves as a measure of the extent to which a given statement distinguishes between the high and low groups of respondents for each statement. This ratio was calculated using the formula proposed by Edward (1957) [2] .

Where, (X H -X H ) 2 After computing the 't' value for all 54 items, statements with a value greater than 1.75 and the highest 't' value were finally selected, resulting in 48 statements for inclusion in the scale. The list of statements and their corresponding 't' values are presented in Table 3.

Table 3. A list of 54 statements with their respective ‘t’ values.
sStatements‘t’ Value
A)Risk Management
1FPC helps to provide grain storage facilities that reduce grain losses for farmers.4.19
2FPC members use Minikit trials/Adaptive trials for new crops, which helps reduce the uncertainty/failure of crops.2.997
3FPC never provides a platform for crop insurance, vehicle insurance, and life insurance to its members.1.931
4FPC helps increase the stability of business operations and also decreases legal liability1.712
5FPC uses modern technology that reduces crop damage, such as weather forecasting.1.689
B)Cooperation
1FPC helps in planning group activities3.138
2FPC helps in accessing input supplies2.796
3FPC helps in marketing the produce2.428
4FPC helps in accessing agricultural information through ICTs2.398
5FPC helps in accessing bank loan services1.646
C)Coordination
1FPCs coordinate beneficiaries in integrating various farm activities2.871
2Members' efforts bring change in organization or organizational management due to better coordination2.463
3FPC helps in avoiding conflicts between beneficiaries and the organization1.945
4Arrangement of group efforts to provide unity of action in the pursuit of a common objective1.695
D)Time management
1FPC helps make members aware of the timely application of inputs for good productivity.3.244
2FPC organizes timely results/method demonstrations3.036
3FPC provides timely advisory services to beneficiaries2.997
4FPC helps in timely harvesting, threshing, storage, grading, processing, packaging, and marketing of farm produce2.934
5FPC is not financially strong enough to provide timely crop loan services to beneficiaries for crop production1.843
E)Operational effectiveness
1FPC develops beneficiaries' skills through training programs, workshops, and study tours to increase efficiency in productivity3.215
2FPC maintains stability in the market between buyers and sellers3.125
3FPC receives complaints from their beneficiaries and solves them before they escalate2.929
4FPC, by reducing the cost of production, increases the profit of members' farm produce2.847
5Provides service centers for dealing with farm problems and agricultural information2.839
6FPC increases the value of farm produce through value addition processes to generate good market and profit2.391
7FPC gives incentives and rewards to their beneficiaries for effective performance/contribution to the organization.1.695
F)Saving pattern
1FPC shares equal profits among shareholder beneficiaries.3.124
2FPC works on gaining profit to improve the livelihood and welfare of its beneficiaries2.889
3FPC gives opportunities to use allocated resources for saving time and expenses.2.743
4FPC provides timely disbursements of payments to the beneficiaries2.700
5FPC helps to reduce indebtedness among the members2.309
6There is no exploitation of the beneficiaries while working in an organization2.242
7FPC is excellent for a profitable approach among small and marginal beneficiaries2.146
8FPC increases the share of the family budget on recreational items1.867
G)Market behaviour
1FPC enhances the development of the marketing network3.050
2Start publicity of their farm produce, value-added products, and agricultural inputs.3.013
3FPC helps in storage, grading, processing, packaging, and marketing of farm produce under the company brand name2.802
4FPC provides well-equipped transport facilities2.367
5FPC does not use blockchain technology to identify the purity/quality of farm commodities and value-added products2.107
6FPC gives concessions while launching new products in the market1.647
H)Psychological change
1FPC helps improve the adoption rate of new agricultural technology, such as adopting improved crop varieties and better cultivation practices3.052
2FPC enhances the risk-taking ability of beneficiaries regarding the adoption of new technology2.878
3FPC helps to improve decision making capacity of the beneficiaries about precision agricultural operation2.556
4Accepting venture for making more popular and demanding products, such as empire builder2.545
5FPC promotes increasing self-confidence, courage, and self-esteem2.394
6FPC helps to change the attitude of people towards the organization2.125
7FPC establishes leadership qualities among the members2.024
I)Socio economic Status
1Beneficiaries can purchase modern implements and tools to maximize farm income2.996
2FPC helps the beneficiaries to access various research stations and agricultural universities to obtain technical know-how for maximum production2.925
3FPC helps reduce the migration of rural people to urban areas2.681
4FPC helps fulfill the basic needs of the family2.475

Table text extracted from the original PDF; superscript letters are shown inline. The original table image is below.

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A list of 54 statements with their respective ‘t’ values.↗ Enlarge
Table 3
A list of 54 statements with their respective ‘t’ values.

A list of 54 statements with their respective ‘t’ values.

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Original paper tableSource PDF · page 4 ↗

Reliability

Reliability refers to the precision or accuracy of a measurement or score. A well-made scientific instrument should yield accurate results both at present and over time.

 Test-retest method

The final set of 48 statements, representing the consequences of a farmer producer company on its beneficiaries in the Marathwada region of Maharashtra state, was administered on a five-point continuum to a fresh group of 40 beneficiaries who were not included in the original sample. Surya Farmer Producer Company Limited, located at At. Satephal Tq. Basmat Dist. Hingoli, was selected for the test-retest method. From this FPC, four villages were chosen based on the maximum number of beneficiaries. Ten beneficiaries were then selected from each of these villages, resulting in a total of 40 beneficiaries for the test-retest method. After a period of 15 days, the scale was administered again to the same respondents, thus yielding two sets of scores. The 'r' value (0.83) was found to be significant at the 0.01 level of probability, indicating that the consequences of a farmer producer company on its beneficiaries scale was suitable for administration to extension personnel. This suggests that the scale was stable and dependable in its measurement.

Validity of the scale

The validity of a test refers to the accuracy with which it measures what it is intended to measure. In the case of the present scale, its validity was assessed through a content validity test.

Content validity

The content validity of the scale was established in two ways. Firstly, the selection of various main and sub-items for inclusion in the scale was based on an extensive literature review from various studies. Secondly, the opinions of a panel of 100 judges, who were experts in the field of extension education, were obtained to determine whether the suggested items were relevant for inclusion in the scale.

Results and Discussion

The final scale comprises 48 statements. Responses were recorded on a five-point continuum representing "Strongly agree," "Agree," "Undecided," "Disagree," and "Strongly disagree," with scores of 5, 4, 3, 2, and 1 respectively for positive statements, and vice versa for negative statements.

The score for each respondent can be calculated by summing the scores obtained by them on all the items.

Conclusion

The study has successfully developed a practical tool a standardized scale with 48 statements to gauge the impact of farmer producer companies on their beneficiaries. This scale is crucial for policymakers, providing them with valuable insights to make informed decisions. Through rigorous testing, we have identified key items that are reliable, valid, and statistically significant, strengthening the scale's effectiveness. Importantly, the scale can differentiate between different types of farmers, showcasing its ability to measure behavioral aspects accurately. Overall, this development represents a significant stride in understanding the role of farmer producer companies in agriculture, offering a comprehensive framework for decision-makers, researchers, and practitioners to improve agricultural initiatives' effectiveness and sustainability.

Figures and tables from the paper

Table 2. The calculation of ‘t’ value for measuring the extent to which a given statement differentiates between the high and low groups of
StatementResponse Category—Low group———High group——
XffXfX2XffXfX2
FPC helps to provide grain storage facilities that reduce grain losses for farmersStrongly Agree5000521050
Agree4000431248
Undecided30003139
Disagree25102024816
Strongly Disagree15551000
∑101525∑1033123
nL∑XL∑XL2nH∑XH∑XH2

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Table 2
The calculation of ‘t’ value for measuring the extent to which a given statement differentiates between the high and low groups of

The calculation of ‘t’ value for measuring the extent to which a given statement differentiates between the high and low groups of

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Original paper tableSource PDF · page 3 ↗
Table 4. A List of 48 statements for scale construction to measure the consequences of Farmer Producer Company on its beneficiaries
A List of 48 statements for scale construction to measure the consequences of Farmer Producer Company on its beneficiaries↗ Enlarge
Table 4
A List of 48 statements for scale construction to measure the consequences of Farmer Producer Company on its beneficiaries

A List of 48 statements for scale construction to measure the consequences of Farmer Producer Company on its beneficiaries

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Original paper figureSource PDF · page 5 ↗

References

3 in the original paper
  1. Frankenberger TR, McCaston MK. The household livelihood security concept. Food Nutr Agric. 1998;12(3):30-35.
  2. Jose AE, Jayalekshmi G, Lade AH, Karde R. Sociopsychological constructs and perceived economic variables on entrepreneurial behavior among Farmer Producer Organization members in Kerala: A comprehensive analysis. Asian J Agric Ext Econ Soc. 2023;41(9):241-250.
  3. Press Information Bureau, Government of India. Livelihood of farmers. New Delhi, India: Ministry of Agriculture and Farmers Welfare; c2023 [cited 2023]. Available from: https://pib.gov.in/PressReleaseIframePage.aspx?PRID= 1906888

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  • Construction of a scale for measuring the level of satisfaction of the members of Farmer Producer Organizations (FPOs)

    Harihara Tripathy, Gopika Somanath, Soumya Ranjan Behera, Neethu JS · International Journal of Agriculture Extension and Social Development · 2025

    The study aimed to develop and standardize a scale to measure the level of satisfaction of the members of Farmer Producer Organizations (FPOs). The summated rating method, developed by Likert (1932) and Edwards (1969), was used for this purpose. A total of 85 statements related to the level of satisfaction of the members of Farmer Producer Organizations (FPOs) were collected from literature and experts working with FPOs. After editing, 50 statements were retained as clear & non-ambiguous. Out of these, 37 statements were selected based on a relevancy score of over 85%, and finally, a total of

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