So far I have identified over 70 local farms providing food to the Corvallis Farmer’s Market.  While many of the farms are far-flung, there is a definite clustering affect around the city of Corvallis.  This map shows the whole map, and keep in mind I am still collecting tiles because they are farm locations outside this area I cannot place yet.  The purple ellipse comes from the Directional Distribution tool, and it shows the area containing 68% of the local farms, or containing 1 standard deviation.  I traced the city limits for Corvallis, Albany and surrounding cities with a city limits shapefile in light blue.  Farms that sell at the local Farmer’s Market are represented by gold stars.  Note that the ellipse skews to the right of Corvallis, and is longer from the north to the south.  Essentially, the ellipse is following the contour of the Willamette Valley, which we would expect.

wv7

The purple cross is the mean center of distribution of local farms, which is also the center of the ellipse.  But the orange triangle is the median center of farm distribution.  The median center moves quite a bit towards Corvallis, implying that remote geographic outliers influence the mean, and that perhaps farms cluster more strongly around the city of Corvallis than the distribution ellipse and mean center suggest.

wv8

There remain more than two dozen farms on the Corvallis Farmer’s Market list that I have yet to add to the dataset.  After that, I would like to know the approximate acreage of each farm.  This would allow me to do a hotspot analysis around a specific question.  I have a theory that farms near Corvallis are likelier to be smaller, and that being near an urban development makes it more feasible to grow high quality produce on small acreage as a business model.  To put it another way, Corvallis acts like a market driver that spurs and creates local sustainable development nearby.  I could test for this using a hotspot analysis if I had an acreage estimation for each farm.

Identifying the location for each farm remains tedious, but each farm has a phone number associated with it, and many have an email address.  An initial email survey followed by phone calls could yield information about the size of each farm, how long it has been selling locally, and how much of its produce goes to local markets.

There is definitely error in the accuracy of the farm locations.  Google maps does a poor job of identifying the location of farm addresses, so I am sure some stars are nearby, but not on the right farm.  It is also hard to determine boundaries of ownership by visual assessment, and so a polygon shape file estimating farm areas would be even less accurate.  While I can use tax lot information for Benton County to determine farm area, Lynn County is much more difficult to access, and the farms are flung through many counties, so the process is time-consuming.  A combination of ground-truthing and surveying would be necessary to improve accuracy to a publishable level.  I have also not addressed farms selling to local groceries like the First Alternative, to local restaurants through wholesale distributors, or through CSAs, all significant contributors to the local food system.

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4 thoughts on “Exploring Local Farms

  1. hi Eric,

    This is great progress. It seems to me that it would be good to refine the questions that you would like to develop some more.
    1) one possibility is to explore central place theory, and its relationship to farmers markets. Central place theory states that in a homogenous area one would expect cities to be placed in regular hexagons to minimize farmers’ travel to markets. The primary work on this theory was done by von Thunen and later Cristaller. Some citations that I found on google scholar (keywords “central place theory farmers’ markets”) include:
    http://www.jstor.org/stable/2769394
    http://onlinelibrary.wiley.com/doi/10.1111/j.1467-9787.1974.tb00464.x/abstract;jsessionid=2EC9651B737B530E4F8D93504DFA1666.f02t03?deniedAccessCustomisedMessage=&userIsAuthenticated=false
    http://onlinelibrary.wiley.com/doi/10.1111/j.1435-5597.1960.tb01710.x/abstract
    If I sort the results from my search to 2010 and later, we see how people are reflecting on these ideas in today’s world. Papers that look interesting to me about this include:
    http://www.sciencedirect.com/science/article/pii/S016604621100144X
    http://web.a.ebscohost.com/ehost/detail?sid=9697cf8b-9701-4abf-9a18-5338c4d6b697%40sessionmgr4003&vid=1&hid=4212&bdata=JnNpdGU9ZWhvc3QtbGl2ZQ%3d%3d#db=8gh&AN=82347729
    http://onlinelibrary.wiley.com/doi/10.1111/j.1467-8330.2010.00818.x/abstract?deniedAccessCustomisedMessage=&userIsAuthenticated=false

    2) another approach is to look from the perspective of the local food movement and its spatial implications. Here are a couple of papers:
    (search term “geography farmers markets”)
    http://link.springer.com/article/10.1007/s10460-011-9331-0#page-1

    The closest paper I could find to what I think you want to do is this one:
    http://www.sciencedirect.com/science/article/pii/S0143622811000087
    I suggest you look at what they did and see if you want to replicate some aspects of their approach in your analysis.

    What other questions could you ask? For Wednesday, can you come up with a list of spatial analysis questions (3 questions is enough)?

  2. hi Eric,

    I suggest that you work on developing questions for your analysis.
    The classic geographic question that this work relates to is “central place theory” with foundational work by von Thunen and later, Cristaller.

    The closest paper I could see that relates to your specific work is:
    http://www.sciencedirect.com/science/article/pii/S0143622811000087
    I suggest you look at the analyses in this paper and see if you want to replicate some of them.

    This paper also seems relevant:
    http://link.springer.com/article/10.1007/s10460-011-9331-0#page-1

    Here’s a recent review of central place theory and economics:
    http://www.sciencedirect.com/science/article/pii/S016604621100144X

    and one on rural social movements and agroecology:
    http://web.a.ebscohost.com/ehost/detail?sid=70bba5ec-c5bb-4c59-b04d-b4a4ea5892fd%40sessionmgr4001&vid=1&hid=4212&bdata=JnNpdGU9ZWhvc3QtbGl2ZQ%3d%3d#db=8gh&AN=82347729

    Going back to the much earlier literature, here are a few classic papers that I found searching for “central place theory farmers markets”:
    http://onlinelibrary.wiley.com/doi/10.1111/j.1467-9787.1974.tb00464./abstract?deniedAccessCustomisedMessage=&userIsAuthenticated=false

    http://www.jstor.org/stable/2769394

    http://onlinelibrary.wiley.com/doi/10.1111/j.1435-5597.1960.tb01710.x/abstract

    Overall, I’d like you to try to articulate some simple spatial questions you can ask of the dataset you have created.

  3. Hey Eric,

    I think it might be interesting – once a full list of farmer’s market farms is established – to see if there is a correlation between areas with large farms and areas with small farms, or if there’s a correlation between areas that contribute more to local food outlets than others. I think both of which are achievable by looking at local Moran’s I. You could ask the question, are there other reasons than location/profit/farm size that would cause particular correlations? Or could the spatial correlations suggest one factor may play a larger role than another? If so, what is it and potentially answer why?

  4. You might also want to try out the multivariate Grouping Analysis tool to see if you see spatial grouping of different types of farms (small acreage, recent establishment, organic vs large acreage, etc.). Here is the documentation for that tool:
    http://resources.arcgis.com/en/help/main/10.2/#/Grouping_Analysis/005p00000051000000/
    http://resources.arcgis.com/en/help/main/10.2/#/How_Grouping_Analysis_works/005p0000004w000000/
    Best wishes,
    Lauren

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