| Course | EDO 812 Innovation and Entrepreneurship |
|---|---|
| Module | Module 3 |
| Paper type | Doctoral diffusion analysis |
| Length | About 1,125 words, 7 pages |
| Format | APA 7 student paper |
| School | Aspen University |
| Program | Doctor of Education |
| Updated | October 2026 |
Free sample paper for EDO 812 Module 3
Why the Rye Is Not Spreading: Diffusion Theory and a Network Strategy for Cover Crops in a Plains Extension District
Student Name
Doctor of Education Program, Aspen University
EDO 812: Innovation and Entrepreneurship
Instructor Name
Month Day, Year
Why the Rye Is Not Spreading: Diffusion Theory and a Network Strategy for Cover Crops in a Plains Extension District
For ten years, Plains State Extension has promoted cover crops in its northern district: grasses, legumes or mixes such as cereal rye planted after harvest to hold soil over winter. The research case is strong in general terms. Cover crops can reduce erosion and runoff, and over several years they may improve soil organic matter and water infiltration. The service has published fact sheets, held meetings and posted videos. Yet cover crops are planted on only about 9% of the district's cropland, and adoption has crept up by less than a point a year. Diffusion theory can account for the stall and suggest a better route. The service, the district and the figures are invented, and the agronomic statements are general.
The Attributes of the Innovation
Rogers (2003) pulled together thousands of studies, many of them from farm communities like this one, into an account of how new practices travel among people. His summary holds that the speed of uptake depends heavily on how prospective users judge five qualities. The first is whether the new practice beats the old one in the user's own terms, which Rogers called relative advantage. The second is compatibility, how comfortably it sits with a person's habits, values and past experience. The third is complexity. The fourth, trialability, asks whether someone can test it in a small way before committing. The fifth, observability, asks whether results show where others can see them. Rogers also sorted people by when they take up a practice, from the first venturesome few to the cautious last, and found that respected local opinion leaders set the pace for many of the people around them.
The rating shows that the problem lies mainly in the innovation's attributes, not in farmers' attitudes. A practice whose failures are easy to see and whose successes are hard to see will spread slowly however many fact sheets describe it.
| Attribute | Rating for cover crops | Evidence from the district |
|---|---|---|
| Relative advantage | Uncertain in the short run | Seed and planting cost about $30 to $45 an acre; yield benefits vary and take years |
| Compatibility | Moderate | Fits conservation values; conflicts with tight fall harvest schedules |
| Complexity | High | Species choice, seeding dates and spring termination all require skill |
| Trialability | Good | Can be tried on one field |
| Observability | Poor | Benefits are below ground and slow; a failed stand is visible to every neighbor |
When Innovations Pay
Griliches (1957) studied the spread of hybrid corn across the United States in the 1930s and 1940s. He found that adoption followed an S-shaped curve in each area but that areas differed greatly in when adoption began, how fast it proceeded and how far it went. These differences were explained largely by economics: hybrid seed became available first where seed companies expected the largest market, and farmers adopted it faster and more completely where the gain in profit was greater. His work challenged accounts that treated diffusion purely as a matter of communication and attitudes.
The district's data fit Griliches's view. Adoption reaches about 22% in the three counties where a state cost-share program pays farmers part of the seeding cost and where cattle can graze the cover crop in spring, adding value. In counties without grazing, adoption stays near 5%. Where cover crops pay, farmers adopt them.
Learning From Neighbors
Conley and Udry (2010) studied pineapple farmers in Ghana adopting a new technology that required learning how much fertilizer to use. Collecting detailed data on who talked to whom about farming, they found that farmers adjusted their fertilizer use in response to the results their information neighbors obtained: when a neighbor in their network had unexpectedly good results using more or less fertilizer than the farmer, the farmer moved toward the neighbor's level. Farmers learned from those they talked to, not from geographic neighbors in general.
The finding matters because the district's fact sheets come from the university, while farmers' decisions are shaped by people they talk to at the elevator, the church and the coffee shop. A successful cover crop on a respected neighbor's field is the observability the practice otherwise lacks.
The Delivering Organization
Greenhalgh et al. (2004) read across several hundred studies of how new practices spread through health and social care organizations and drew a model with many moving parts: the practice itself, the people taking it up, the channels of influence among them, the receiving organization's preparation and history, pressures from outside and the way implementation is carried out. They warned against treating diffusion as a simple transmission from source to user and emphasized that the organization's structure, absorptive capacity, receptive context and the linkage between developers and users all affected whether innovations spread and were sustained. They also noted how little was known about sustaining innovations once adopted.
Applied to the service, the review points inward. County educators in the district vary in their own cover crop knowledge, and the service's workload system rewards meetings held, not practices adopted. The service has also never asked farmers who tried cover crops and stopped why they stopped.
A Diffusion Strategy
The analysis points to four changes. First, the service will fund twelve demonstration farms for three years, chosen not by size or enthusiasm but by their place in local farmer networks, identified by asking farmers whom they talk to about farming decisions. Second, each host will be paired with five nearby farmers who plant a trial strip on one field, using the practice's trialability and limiting the cost of failure. Third, field days will be held in April, when soil differences between covered and bare fields are visible, rather than in winter meeting halls. Fourth, the service will advocate expanding cost-share and will develop grazing agreements between crop farmers and cattle owners, addressing the relative advantage that Griliches shows matters most. Educators will be evaluated by acres in trial, not meetings held.
Limits of the Strategy
Diffusion theory cannot remove the short-run cost of cover crops. Where they do not pay within a few years, better communication may only spread a practice that hurts farm finances. The strategy therefore measures not only adoption but also how many farmers continue after three years, the sustainability Greenhalgh and colleagues found understudied.
Conclusion
Cover crops spread slowly because their costs are immediate and visible and their benefits delayed and hidden. Rogers explains the attributes behind that pattern, Griliches shows that adoption follows profit, Conley and Udry show that farmers learn from those they talk to and Greenhalgh and colleagues point to the service's own readiness. Demonstration farms chosen for their network position, trial strips, spring field days and better economics offer a strategy fitted to those findings.
References
Conley, T. G., & Udry, C. R. (2010). Learning about a new technology: Pineapple in Ghana. American Economic Review, 100(1), 35-69. https://doi.org/10.1257/aer.100.1.35
Greenhalgh, T., Robert, G., Macfarlane, F., Bate, P., & Kyriakidou, O. (2004). Diffusion of innovations in service organizations: Systematic review and recommendations. The Milbank Quarterly, 82(4), 581-629. https://doi.org/10.1111/j.0887-378X.2004.00325.x
Griliches, Z. (1957). Hybrid corn: An exploration in the economics of technological change. Econometrica, 25(4), 501-522. https://doi.org/10.2307/1905380
Rogers, E. M. (2003). Diffusion of innovations (5th ed.). Free Press.
Reading the EDO 812 Module 3 assignment instructions
The third EDO 812 module deals with the diffusion and adoption of innovations, and the paper typically asks students to explain why an innovation has spread quickly or slowly and how leaders could change that. Use your Module 3 classroom prompt as the authority; the service and farmers are fictional. Describe the innovation and its current adoption. Assess it on the attributes that predict adoption. Examine the economic and social influences on adopters. Consider the organization delivering the innovation as part of the system. Propose a diffusion strategy that follows from the analysis, and cite the scholarship you rely on in APA 7 form.
How the EDO 812 Module 3 example is put together
Cover crops such as cereal rye reduce erosion and can improve soil over years, but they cost seed and labor now, take management skill and show their benefits slowly. Rogers's Diffusion of Innovations supplies the five attributes; the assessment rates relative advantage uncertain in the short run, compatibility moderate, complexity high, trialability good and observability poor. Griliches (Econometrica) explains why adoption is highest in counties where a state cost-share payment and grazing value make cover crops pay. Conley and Udry (American Economic Review) explain why advice from a trusted neighbor counts more than a fact sheet. Greenhalgh and colleagues (The Milbank Quarterly) shift attention to the service's own readiness. The plan funds twelve demonstration farms chosen for their place in local farmer networks, pairs each with nearby farmers and adds field days timed to show spring soil differences.
EDO 812 Module 3 rubric: what earns full marks
Diffusion papers are graded on applying theory systematically to a specific innovation and on proposing a strategy that follows from the analysis. This example rates the innovation on each of Rogers's attributes with evidence, which shows why it spreads slowly rather than blaming farmers' attitudes. Griliches and Conley and Udry add economic and social mechanisms beyond Rogers, so the explanation rests on more than one tradition. Greenhalgh and colleagues widen the lens to the delivering organization, an often-missed level. The demonstration plan uses network position to choose host farms, which ties the strategy directly to the social learning evidence. The paper also notes what diffusion theory cannot fix, the short-run cost.
EDO 812 Module 3 help: mistakes that cost marks
Diffusion papers often describe Rogers's adopter categories and then label people as laggards, which explains nothing and can insult the people a leader needs to reach. Assess the innovation's attributes instead, since slow spread usually reflects real costs, complexity or invisible benefits. Another weakness is relying on one theory; add economic and network evidence. Consider the delivering organization, not only the adopters. Use local data on adoption where possible, broken down by county or group, since averages hide where a practice is already succeeding. Design the strategy around the specific barriers you found, such as making benefits observable, rather than generic awareness campaigns. Finally, be honest about barriers communication cannot remove.
Write yours, or have the desk draft it
This paper is an original model document written by our desk, not a submitted student paper and not an official Aspen University document. Read it for the moves, then write your own to the instructions in your classroom. If you want one built to your exact prompt and rubric, the first custom sample is free and arrives in 24 to 48 hours.
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EDO 812 Module 3 questions, answered
What does EDO 812 Module 3 usually ask for?
Aspen's EDO 812 covers the diffusion and adoption of innovations in this module, so explaining why an innovation spreads quickly or slowly and how leaders could change that is typical. Check the Module 3 prompt.
What are Rogers's five attributes of innovations?
Relative advantage, compatibility, complexity, trialability and observability, each of which affects how quickly an innovation is adopted.
Does profitability drive adoption?
Griliches found hybrid corn spread fastest and furthest where it was most profitable, so economics matters alongside communication.
Where can I find a free EDO 812 Module 3 sample paper?
This page carries one in full at no cost: a diffusion analysis of cover crops among farmers served by an invented extension service.
Do people learn new practices from neighbors?
Conley and Udry found Ghanaian pineapple farmers changed fertilizer use after seeing results from farmers in their information network.