Ejidos, Urbanization, and the Production of Inequality in Formerly Agricultural Lands, Guadalajara, Mexico, 1975–2020
Abstract
:1. Introduction
1.1. The Ejido
1.2. Urbanization, Migration and Land Use Change on the Urban Periphery: Guadalajara’s Ejidos in Context
2. Sources and Methods
2.1. Remote Sensing (RS), Urbanization Levels, and Agricultural Land
2.2. GSV and Computer Vision
2.3. Additional Data
3. Results and Discussion
3.1. The Urban Periphery and the Ejidos of the AMG
3.2. Modeling Changing Land Use with RS, GSV Imagery, and Contextual Spatial Data
- The presence of substantial “peripheral” urban growth in a given ejido or community during the 1970s will be associated with a greater number of GSV images tagged as impoverished in the 2010s. A longer period of peripheral growth produces a greater density of impoverishment. Note that we focus here on the peripheral, which in this context is defined as land use that is neither clearly urban nor clearly rural, and is located at the margin of the unambiguously urban core.
- Peripheral growth precedes and predicts levels of urban consolidation. This hypothesis rests on the notion that urbanization in the ejidos and other peripheral zones of Guadalajara was a gradual and unplanned process rather than the kind of process that would result in rapid and definitive urbanization in a short period of time. As such, this is a story that unfolds on the timescale of decades, not years.
- Density of impoverished GSV images is going to be associated with greater recent measures of urbanization.
- As with the first hypothesis, we also expect that peripheral urbanization in the 1970s will strongly predict major loss of (potential) agricultural land within a given ejido or community. Again, the logic of the argument hinges upon the idea that land use changes are cumulative and possibly compounding over time.
3.3. Peripheral Urbanization and the Loss of Agricultural Lands in the Ejidos of the AMG
4. Conclusions
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
Abbreviations
AMG | Área Metropolitana de Guadalajara |
INEGI | Instituto Nacional de Estadística, Geografía e Informática |
IMEPLAN | Instituto de Planeación y Gestión del Desarrollo del Área Metropolitana de Guadalajara |
Appendix A. Ejidos in the Periphery of the Guadalajara Metropolitan Area
EJIDO | GSV Tags2 | GSV Imp Tag | Area HA | Percent Periphery 1975 |
---|---|---|---|---|
CAJITITLAN | 4 | 0 | 2989 | 0.00 |
CONCEPCION DEL VALLE | 145 | 2 | 696 | 0.00 |
COPALITA | 9 | 4 | 491 | 0.00 |
COYULA | 34 | 9 | 498 | 0.00 |
CUESCOMATITLAN | 158 | 5 | 2424 | 0.00 |
EL COLLI | 18 | 4 | 205 | 0.18 |
EL CUATRO | 96 | 7 | 833 | 0.00 |
EL ROSARIO | 6 | 0 | 30 | 0.13 |
EL VERDE | 202 | 67 | 1069 | 0.21 |
EL ZAPOTE | 141 | 15 | 1322 | 0.03 |
GENERAL LAZARO CARDENAS | 35 | 1 | 2364 | 0.08 |
JESUS MARIA-EL SALTO | 5 | 0 | 539 | 0.00 |
JOCOTAN | 16 | 0 | 813 | 0.00 |
LA CALERILLA | 4 | 0 | 283 | 0.00 |
LA PRIMAVERA | 25 | 1 | 508 | 0.00 |
LAS JUNTAS | 100 | 20 | 581 | 0.24 |
LAZO | 17 | 0 | 258 | 0.00 |
LOMAS DE TEJEDA | 56 | 0 | 1698 | 0.00 |
LOS BELENES | 20 | 0 | 442 | 0.03 |
LOS GUAYABOS | 5 | 0 | 56 | 0.00 |
LOS PUESTOS | 63 | 14 | 509 | 0.26 |
LOS RANCHITOS | 33 | 6 | 831 | 0.11 |
MATATLAN | 9 | 0 | 1672 | 0.00 |
MESON DE COPALA | 5 | 0 | 951 | 0.00 |
N.C.P.E. LOS TRES GALLOS | 2 | 1 | 156 | 0.00 |
NEXTIPAC | 67 | 14 | 2283 | 0.01 |
SAN AGUSTIN | 46 | 0 | 2373 | 0.00 |
SAN GASPAR DE LAS FLORES | 6 | 1 | 499 | 0.00 |
SAN JOSE DEL CASTILLO | 99 | 23 | 1101 | 0.05 |
SAN JOSE DEL VALLE | 24 | 1 | 383 | 0.00 |
SAN JOSE TATEPOZCO | 96 | 14 | 1102 | 0.11 |
SAN JUAN DE OCOTAN | 17 | 1 | 447 | 0.41 |
SAN PEDRO TLAQUEPAQUE | 31 | 3 | 142 | 0.36 |
SAN SEBASTIAN EL GRANDE | 159 | 4 | 1713 | 0.02 |
SAN SEBASTIANITO | 3 | 1 | 217 | 0.02 |
SANTA ANA TEPETITLAN | 257 | 39 | 1886 | 0.15 |
SANTA ANITA | 65 | 2 | 1337 | 0.00 |
SANTA CRUZ DEL VALLE | 161 | 7 | 2096 | 0.03 |
SANTA LUCIA | 51 | 12 | 5370 | 0.02 |
TESISTAN | 157 | 29 | 4213 | 0.05 |
TETLAN | 8 | 0 | 80 | 0.34 |
TOLOLOTLAN | 7 | 0 | 931 | 0.00 |
TOLUQUILLA | 56 | 6 | 846 | 0.04 |
TONALA | 101 | 14 | 1377 | 0.01 |
VENTA DEL ASTILLERO | 27 | 2 | 2037 | 0.02 |
ZALATITAN | 27 | 4 | 206 | 0.32 |
ZAPOPAN | 280 | 25 | 1122 | 0.22 |
ZOQUIPAN | 32 | 0 | 430 | 0.06 |
Appendix B. GSV Samples and Model Statistics
References
- Gauss, S. Made in Mexico: Regions, Nation, and the State in the Rise of Mexican Industrialism; Pennsylvania State University Press: University Park, PA, USA, 2010; p. 56. [Google Scholar]
- INEGI. Censo de Población y Vivienda; INEGI: Mexico City, Mexico, 2010. [Google Scholar]
- Perramond, E.P. The Rise, Fall, and Reconfiguration of the Mexican ‘Ejido’. Geogr. Rev. 2008, 98, 360. [Google Scholar] [CrossRef]
- Knight, A. The Mexican Revolution, Volumes I and II; The University of Nebraska Press: Lincoln, NE, USA, 1990. [Google Scholar]
- Cárdenas, L. Legado Revolucionario de Lázaro Cárdenas; B. Costa-Amic: Mexico City, Mexico, 1971; p. 60. [Google Scholar]
- Kourí, E. La invención del ejido. Nexos 2015, 37, 54–61. [Google Scholar]
- Kourí, E. A Pueblo Divided: Business, Property, and Community in Papantla, Mexico; Stanford University Press: Stanford, CA, USA, 2004. [Google Scholar]
- Wolfe, M. Watering the Revolution: An Environmental and Technological History of Agrarian Reform in Mexico; Duke University Press: Durham, NC, USA, 2017. [Google Scholar]
- Boyer, C. Becoming Campesinos: Politics, Identity, and Agrarian Struggle in Postrevolutionary Michoacán, 1920–1935; Stanford University Press: Stanford, CA, USA, 2003. [Google Scholar]
- Aboites Aguilar, L. La comisión nacional de colonización y la expansión de la pequeña propiedad rural en México, 1947–1963. Hist. Mex. 2019, 68, 1169. [Google Scholar] [CrossRef] [Green Version]
- Suárez, J.M. Industria 4. 1953. Available online: https://dimes.rockarch.org/xtf/view?docId=ead/FA386b/FA386b.xml;chunk.id=contentsLink;brand=default;query=Series%20323:%20Mexico&doc.view=contents (accessed on 18 November 2020).
- Jones, G.A.; Ward, P.M. Privatizing the Commons: Reforming the Ejido and Urban Development in Mexico. Int. J. Urban Rural. Res. 1998, 22, 77–78. [Google Scholar] [CrossRef]
- Ayala Castellanos, M.; Jiménez Huerta, E.R. Ciudad y periferias: Guadalajara, 1542–2004. Carta Económ. Reg. 2005, 17, 7–8. [Google Scholar]
- Smith, D.; Herlihy, P.; Kelly, J.; Ramos Viera, A. The Certification and Privatization of Indigenous Lands in Mexico. J. Lat. Am. Geogr. 2009, 8, 175–207. [Google Scholar] [CrossRef]
- Copus, A.K. From Core-Periphery to Polycentric Development: Concepts of Spatial and Aspatial Peripherality. Eur. Plan. Stud. 2001, 9, 539–552. [Google Scholar] [CrossRef]
- Canettieri, T. Uma nova segregação metropolitana: As periferias fractais—Evidências encontradas na Região Metropolitana de Belo Horizonte. Rev. Bras. Estud. Urbanos Reg. 2015, 17, 25–39. [Google Scholar] [CrossRef] [Green Version]
- Schumacher, M.; Durán-Díaz, P.; Kurjenoja, A.K.; Gutiérrez-Juárez, E.; González-Rivas, D.A. Evolution and Collapse of Ejidos in Mexico–To What Extent Is Communal Land Used for Urban Development? Land 2019, 8, 146. [Google Scholar] [CrossRef] [Green Version]
- Siembieda, W. Looking for a Place to Live: Transforming the Urban Ejido. Bull. Lat. Am. Res. 1996, 15, 371–385. [Google Scholar] [CrossRef]
- IMEPLAN. Plan de Ordenamiento Territorial Metropolitano del AMG; IMEPLAN: Guadalajara, Mexico, 2016. [Google Scholar]
- Von Thünen, J.H. Von Thunen’s Isolated State; Pergamon Press: Frankfurt, Germany, 1966. [Google Scholar]
- Christaller, W. Central Places in Southern Germany; Prentice-Hall: Englewood Cliffs, NJ, USA, 1966. [Google Scholar]
- Aguilar, A.G.; Ward, P.M.; Smith, C.B. Globalization, Regional Development, and Mega-City Expansion in Latin America: Analyzing Mexico City’s Peri-Urban Hinterland. Cities 2003, 20, 3–21. [Google Scholar] [CrossRef]
- Graph 12.1. Estado de Jalisco, Región 12 Centro: Análisis Sociodemográfico; Consejo Estatal de Población: Guadalajara, Jalisco, Mexico, 2011. [Google Scholar]
- Durand, J. Más allá de la línea: Patrones migratorios entre México y Estados Unidos; Consejo Nacional: Mexico City, Mexico, 1994. [Google Scholar]
- Souza, J.A. Expansão Urbana de Belo Horizonte e da Região Metropolitana de Belo Horizonte: O Caso Específico do Município de Ribeirão das Neves. Ph.D. Thesis, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil, 2008. [Google Scholar]
- Atkinson, S. Approaches and Actors in Urban Food Security in Developing Countries. Habitat Int. 1995, 19, 151–163. [Google Scholar] [CrossRef]
- Logan, K. Getting by With Less: Economic Strategies of Lower Income Households in Guadalajara. Urban Anthropol. 1981, 10, 231–246. [Google Scholar]
- López-Alonso, M.; Vélez-Grajales, R. Measuring Inequality in Living Standards with Anthropometric Indicators: The Case of Mexico 1850–1986. J. Hum. Dev. Capab. 2015, 16, 374–396. [Google Scholar] [CrossRef]
- Harner, J. Globalization of Food Retailing in Guadalajara, Mexico: Changes in Access Equity and Social Engagement. J. Lat. Am. Geogr. 2007, 6, 33–53. [Google Scholar] [CrossRef]
- Ji, W.; Ma, J.; Twibell, R.W.; Underhill, K. Characterizing Urban Sprawl Using Multi-Stage Remote Sensing Images and Landscape Metrics. Comput. Environ. Urban Syst. 2006, 30, 861–879. [Google Scholar] [CrossRef]
- Mohapatra, S.N.; Pani, P.; Sharma, M. Rapid Urban Expansion and its Implications on Geomorphology: A Remote Sensing and GIS Based Study. Geogr. J. 2014. [Google Scholar] [CrossRef] [Green Version]
- Corbane, C.; Florczyk, A.; Pesaresi, M.; Politis, P.; Syrris, V. GHS Built-Up Grid, Derived from Landsat; Multitemporal (1975-1990-2000-2014), R2018A; European Commission Joint Research Centre (JRC): Brussels, Belgium, 2018. [Google Scholar]
- Angel, S.; Blei, A.M.; Parent, J.; Lamsom-Hall, P.; Galarza Sánchez, N. Understanding and Measuring Urban Expansion. In Atlas of Urban Expansion—The 2016 Edition, Volume 1: Areas and Densities; NYU Urban Expansion Program, UN-Habitat, and the Lincoln Institute of Land Policy: New York, NY, USA, 2016. [Google Scholar]
- Kang, J.; Körner, M.; Wang, Y.; Taubenböck, H.; Zhu, X.X. Building Instance Classification Using Street View Images. ISPRS J. Photogramm. Remote. Sens. 2018, 145, 44–59. [Google Scholar] [CrossRef]
- Naik, N.; Philipoom, J.; Raskar, R.; Hidalgo, C. Streetscore—Predicting the Perceived Safety of One Million Streetscapes. In Proceedings of the CVPR Workshop on Web-scale Vision and Social Media, Columbus, OH, USA, 23–28 June 2014; pp. 793–799. [Google Scholar] [CrossRef] [Green Version]
- Hwang, J.; Sampson, R. Divergent Pathways of Gentrification: Racial Inequality and the Social Order of Renewal in Chicago Neighborhoods. Am. Sociol. Rev. 2014, 79, 726–751. [Google Scholar] [CrossRef]
- Ilic, L.; Sawada, M.; Zarzelli, A. Deep Mapping Gentrification in a Large Canadian City Using Deep Learning and Google Street View. PLoS ONE 2019, 14, e0212814. [Google Scholar] [CrossRef]
- Jean, N.; Burke, M.; Xie, M.; Davis, W.M.; Lobell, D.B.; Ermon, S. Combining Satellite Imagery and Machine Learning to Predict Poverty. Science 2016, 353, 790. [Google Scholar] [CrossRef] [Green Version]
- He, K.; Zhang, X.; Ren, S.; Sun, J. Deep Residual Learning for Image Recognition. In Proceedings of the 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Las Vegas, NV, USA, 27–30 June 2016. [Google Scholar]
- Howard, J.; Gugger, S. Fastai: A Layered API for Deep Learning. Information 2020, 11, 108. [Google Scholar] [CrossRef] [Green Version]
- Kawaguchi, K.; Kawaguchi, Y. What does Google Street View Bring About? Privacy, Discomfort and the Problem of Paradoxical Others. Jpn. Assoc. Contemp. Appl. Philos. 2012, 4, 19–34. [Google Scholar]
- Nesse, K.; Airt, L. How Useful Is GSV as an Environmental Observation Tool? Seattle Pacific University: Seattle, WA, USA, 2017. [Google Scholar]
- OpenStreetMap Contributors. Highways (Living_STREET, Residential, Tertiary, Secondary) [Data File]. 2020. Available online: https://overpass.openstreetmap.org (accessed on 23 June 2020).
- Boeing, G. OSMnx: New Methods for Acquiring, Constructing, Analyzing, and Visualizing Complex Street Networks. Comput. Environ. Urban Syst. 2017, 65, 126–139. [Google Scholar] [CrossRef] [Green Version]
- Chávez-Acosta, O. Fragmentación urbana: Relevancia de las preexistencias agrícolas. Ciudades 2018, 118. [Google Scholar]
- García-Ayllón, S. Rapid Development as a Factor of Imbalance in Urban Growth of Cities in Latin America: A Perspective Based on Territorial Indicators. Habitat Int. 2016, 58, 127–142. [Google Scholar] [CrossRef]
- Decreto que Expropia por Causa de Utilidad PúBlica, una Superficie de 12-44-32 HectáReas de Temporal de uso ComúN, de Terrenos del Ejido Santa Ana Tepetitlán, Municipio de Zapopan, Jal. Diario Oficial de la Federación. 2 October 1997. Available online: http://www.dof.gob.mx/nota_detalle.php?codigo=4896253&fecha=02/10/1997 (accessed on 10 October 2020).
- Diario Oficial. Decreto que expropia por causa de utilidad pública, una superficie de terreno del ejido Santa Ana Tepetitlán, Municipio de Zapopan, Jal. Diario Oficial de la Federación, 28 September 1976; 62–63.
- INEGI. XI Censo General de Población y Vivienda; INEGI: Mexico City, Mexico, 1990. [Google Scholar]
- De Soto, H. The Other Path: The Economic Answer to Terrorism; Basic Books: New York, NY, USA, 2002. [Google Scholar]
- Diario Oficial. Decreto por el que se expropia por causa de utilidad pública una superficie de 69-27-72 hectáreas de temporal de uso común, de terrenos del ejido Las Juntas, Municipio de Tlaquepaque, Jal. Diario Oficial de la Federación, 4 October 2004; 12–14.
- Decreto por el que se Expropia por Causa de Utilidad PúBlica una Superficie de 4-82-72 HectáReas de Temporal de uso ComúN, de Terrenos Ejidales del Poblado El Verde, Municipio de El Salto, Jal. Diario Oficial de la Federación. 10 February 1993. Available online: http://www.dof.gob.mx/nota_detalle.php?codigo=4716587&fecha=10/02/1993 (accessed on 10 October 2020).
- Decreto que Expropia, por Causa de Utilidad PúBlica, una Superficie de Terreno al Ejido Los Ranchitos, Municipio de Tlaquepaque, Jal. Diario Oficial de la Federación. 31 August 1976. Available online: http://http://www.dof.gob.mx/index.php?year=1976&month=8&day=31 (accessed on 10 October 2020).
- Decreto por el que se Expropian Terrenos Ejidales del Poblado San José Castillo, Municipio de el Salto (Antes JuanacatláN), Jal. Diario Oficial de la Federación. 6 August 1985. Available online: http://www.dof.gob.mx/nota_detalle.php?codigo=4754592&fecha=06/08/1985 (accessed on 10 October 2020).
CV Model | Upper | Lower | Neutral | Accuracy | Misclassification |
---|---|---|---|---|---|
investment | 295 | 200 | 72 | 0.655 | 0.053 |
GSVimp | Coefficient | SE | t-Value | p-Value |
---|---|---|---|---|
Periphery 1975 | 0.1148 | 0.0154 | 7.42 | 0.000 |
Constant | 1.434 | |||
R2 | 0.524 | |||
N Obs. | 52 |
Urban 2014 | Coef. | SE | t-Value | p-Value |
---|---|---|---|---|
Periphery 1975 | 1.896 | 0.410 | 4.62 | 0.000 |
Periphery 1990 | 0.599 | 0.572 | 1.05 | 0.300 |
Periphery 2000 | −0.900 | 0.316 | −2.85 | 0.006 |
Constant | 14.54 | |||
R2 | 0.855 | |||
N Obs | 52 |
GSVimp | Coef. | SE | t-Value | p-Value |
---|---|---|---|---|
Urban 1975 | −0.247 | 0.050 | −4.93 | 0.000 |
Urban 2014 | 0.171 | 0.024 | 7.21 | 0.000 |
Constant | 0.582 | |||
R2 | 0.647 | |||
N Obs | 49 |
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Barleta, L.; Carrillo, M.; Frank, Z.; Steiner, E. Ejidos, Urbanization, and the Production of Inequality in Formerly Agricultural Lands, Guadalajara, Mexico, 1975–2020. Land 2020, 9, 526. https://doi.org/10.3390/land9120526
Barleta L, Carrillo M, Frank Z, Steiner E. Ejidos, Urbanization, and the Production of Inequality in Formerly Agricultural Lands, Guadalajara, Mexico, 1975–2020. Land. 2020; 9(12):526. https://doi.org/10.3390/land9120526
Chicago/Turabian StyleBarleta, Leonardo, Mateo Carrillo, Zephyr Frank, and Erik Steiner. 2020. "Ejidos, Urbanization, and the Production of Inequality in Formerly Agricultural Lands, Guadalajara, Mexico, 1975–2020" Land 9, no. 12: 526. https://doi.org/10.3390/land9120526
APA StyleBarleta, L., Carrillo, M., Frank, Z., & Steiner, E. (2020). Ejidos, Urbanization, and the Production of Inequality in Formerly Agricultural Lands, Guadalajara, Mexico, 1975–2020. Land, 9(12), 526. https://doi.org/10.3390/land9120526