Source: NORTH DAKOTA STATE UNIV submitted to NRP
ECONOMIC IMPACT OF INFRASTRUCTURE DEVELOPMENTS IN RURAL NORTH DAKOTA
Sponsoring Institution
National Institute of Food and Agriculture
Project Status
COMPLETE
Funding Source
Reporting Frequency
Annual
Accession No.
0233395
Grant No.
(N/A)
Cumulative Award Amt.
(N/A)
Proposal No.
(N/A)
Multistate No.
(N/A)
Project Start Date
Oct 1, 2013
Project End Date
Sep 30, 2018
Grant Year
(N/A)
Program Code
[(N/A)]- (N/A)
Recipient Organization
NORTH DAKOTA STATE UNIV
1310 BOLLEY DR
FARGO,ND 58105-5750
Performing Department
Agribusiness and Applied Economics
Non Technical Summary
Infrastructure is an important determinant of long-term economic growth. For rural economies, basic amenities are highly essential for community sustainability. While infrastructure and amenities play an indispensable role in community development, economic growth also depends on a multitude of factors including government policy, entrepreneurial investments, human capital, as well as other institutional and socio-economic elements. The oil boom in western North Dakota presents new opportunities as well as challenges to local communities. The existing infrastructure and amenities in oil-impacted counties are strained, and businesses and members of these communities are struggling to keep up with this fast-paced economic expansion. Most noticeably, a housing shortage fueled by an influx of workers has driven the cost of housing to much higher levels in these rural communities. With a rapid increase in population, local communities will need to ensure adequate provision of telecommunications, public education, emergency response, healthcare services, law enforcement, electricity, potable water, and wastewater treatment. Contemporaneous to the booming oil business is the development of broadband infrastructure in rural North Dakota with passage of the American Recovery and Reinvestment Act (ARRA) of 2009. This large-scale federal initiative facilitates current economic development in North Dakota and enables previously underserved areas to connect to high-speed internet. This investment is important to both short-run and long-run economic growths in North Dakota. These two major federal-state events change the landscape of the North Dakota rural economy and penetrate the socioeconomic fabric of local communities; they could have significant socioeconomic implications on the state and its citizens for many years to come. Leading the nation in terms of robust economic growth (7.6% real state GDP growth rate in 2011) and lowest unemployment with a seasonally adjusted 3.2% in December 2012 (Bureau of Labor Statistics, 2013), North Dakota's bustling economy and phenomenal increase in oil production draw an influx of workers and has reversed the trend of shrinking rural population in the state. According to the Bureau of Economic Analysis (2012), mining accounted for 2.81 percentage points of the 7.6% growth rate in 2011. In other words, nearly 37% of the economic expansion in North Dakota could be attributed to the mining industry. These numbers stand in contrast with the state's real GDP growth of 3.9% in 2009, when agriculture was the leading contributor to economic growth in North Dakota (BEA, 2010). Expected Outcomes/Impacts: The proposed study will examine (1) the effects of the federal broadband infrastructure initiative on North Dakota economic development, and (2) how state government investments and policies affect community development, housing costs and values in regions of North Dakota.
Animal Health Component
(N/A)
Research Effort Categories
Basic
(N/A)
Applied
(N/A)
Developmental
(N/A)
Classification

Knowledge Area (KA)Subject of Investigation (SOI)Field of Science (FOS)Percent
8036110301033%
8036099301033%
8036050301034%
Goals / Objectives
1. To analyze the impact of federal broadband initiative on North Dakota rural development. 2. To analyze factors that affect rural broadband adoption and accessibility. 3. To assess the outcomes of economic and infrastructure developments in rural North Dakota with a special focus on housing affordability, values and costs
Project Methods
Methods: 1. We will examine the nature and extent of internet technology gap between rural and urban communities. 2. A socio-economic study will be conducted to identify the social and economic implications of high-speed internet on rural communities and businesses. We will evaluate changes in workforce, earnings, entrepreneurial activities and communities associated with rural broadband investments using data for ND Job Service, the Census and National Telecommunications & Information Administration. The results of this study will enable us to assess the outcome of broadband infrastructure development on economic growth, education, employment and labor productivity. 3. We will conduct a comprehensive review of economic and social science literature on broadband internet. 4. We will conduct a review of current broadband and telecommunication policies. 5. We will analyze the housing market and generate a housing affordability index. Efforts: 1. Research procedures involve working with the Center for Community Vitality (CCV) to incorporate community needs into the study. 2. Rental housing cost survey will be conducted by the principal investigator with assistance from the CCV. 3. Packaged education materials will be distributed to community stakeholders to enhance digital literacy and stimulate broadband adoption. Evaluations: 1. Research findings will be presented at extension workshops and meetings as well as professional conferences. 2. Extension collaborators will co-author research manuscripts submitted to peer-reviewed journals. 3. Housing cost index will be distributed by the CCV to community leaders to assess housing affordability.

Progress 10/01/13 to 09/30/18

Outputs
Target Audience:Businesses, community developers and residents and policymakers will gain knowledge and understand the implications of recent rapid economic developments and activities in North Dakota. Changes/Problems:The two major difficulties of this project that I have encountered are: 1) The lack of availability of housing data for rural counties. There is not a uniform database for housing market values and housing characteristics for rural housing markets in North Dakota. 2) The lack of funding support to implement a survey on internet service, housing and cost of living in rural communities. What opportunities for training and professional development has the project provided?The project has provided a training opportunity to a graduate student in my department. He took a field trip to the Bakken region, participated in a professional conference, managed the database and completed a master's thesis. How have the results been disseminated to communities of interest?The results and final report on the North Dakota Consumer Price Survey were disseminated via county extension agents via e-mail and a conference call; the result was also covered in a local newspaper. Other study results were disseminated via scholarly publications, oral and poster presentations at professional meetings, as well as my department's community outreach column. What do you plan to do during the next reporting period to accomplish the goals? Nothing Reported

Impacts
What was accomplished under these goals? The project has achieved 3 broad expected outcomes: 1. Improved understanding of policies and strategies that drive economic growth in rural communities 2. Improved understanding of the impacts of economic and infrastructure developments on rural communities 3. Improved understanding of food price changes in North Dakota rural communities. These outcomes under each of the two major goals are described below: Goals 1 & 2 Broadband technology is indispensable to modern economies. For rural economies, basic amenities, like telecommunication and affordable access to high-speed internet are essential for community sustainability and competitiveness. A database was created. The database consists of annual county-level FCC broadband availability data from 2008 to 2013, GIS (geographical characteristics) data, as well as economic and community data from the BEA and the U.S. Census. The data will be used for identifying the technological gap between rural and urban communities and the economic implications. The results show high level of broadband penetration in rural ND counties, but the effect of broadband accessibility on economic growth, and inflow and outflow of incomes was statistically insignificant. Rural economic growth was driven predominantly by oil-related activities in western ND. (Outcome 1) Goal #3 1. The recent oil boom in western North Dakota sparked concerns among the citizens of the state about rapidly rising prices in the region, including both oil-producing and non-oil-producing counties. Working with North Dakota Extension, we conducted a monthly grocery and food price survey statewide between September 2012 and December 2013. The key outcomes or conclusions from the 16-month study indicate that prices were indeed volatile, especially in oil-producing counties, but there was no significant increase in grocery prices throughout the study period. In fact, the grocery prices gradually stabilized between September 2012 and December 2013. Oil-producing counties experienced higher grocery prices than other counties, but no persistent upward trend in grocery prices was observed. Two possible explanations: (1) demand and supply adjustments overtime; (2) some counties opted out of the survey. Food prices tend to be higher in smaller communities. The results create a change in perception and knowledge about the cost of living in North Dakota. The results were also important for businesses to assess their wage rates. (Outcome 3) 2. In the past decade, there has been considerable growth in renewable energy in North Dakota which consists of corn-based ethanol production, electricity generation from wind turbines, and the manufacture of wind turbine components. Renewable energy development contributes to rural and regional sustainability, but the economic implications on rural development is not guaranteed. Additionally, little is known about the impacts of renewable energy on the local economy in North Dakota. Using expenditure data from renewable energy firms from 2002 to 2011, an economic impact study was conducted. The study shows that expansion of renewable energy infrastructure between 2002 and 2011 increased retailed sales, personal income, employments and total tax collections in North Dakota. In 2011, the total economic impact of the operations of renewable energy industries in North Dakota was $1.0 billion; two-thirds of which was contributed by ethanol production. (Outcome 2) 3. In another study, we examined the effects of casino establishments to local economies. The general public in the U.S. has become increasingly receptive to casinos. Morality arguments and religious influences against casino gambling have dissipated in many communities over the years while economic factors were the main drivers of increased public acceptance of gambling and casino expansions. We find the effects of casinos on economic growth to be positive but relatively small. Evidence of positive economic growth was observed in counties with expansions in medium- and large-sized casinos. There was no significant evidence of contribution from small-sized casino's expansion. We also find that the effect of casinos on per capita income growth between 2003 and 2012 disappeared after controlling for spatial effects, suggesting that local or regional factors other than casinos may be the drivers of income growth in the long term. On the other hand, we also find that casino expansion was positively associated with job growth for the same period. But the casino-driven job growth did not translate into higher per capita income growth. (Outcome 1) 4. I completed a study on the effect of oil boom on rural communities in North Dakota. The focus of the study was to examine if infrastructure development, increased oil production and rapid population growth led to negative socio-economic effects in the rural oil-producing communities. Most noticeably, the issue of housing scarcity as a result of an influx of workers, many of them were transient workers who moved to the region for better job and economic opportunities. The results support the social disruption hypothesis, that is, the recent oil boom led to higher property crimes and aggravated assaults in the oil producing region. Specifically, there was statistically significant evidence of increased aggravated assaults, burglaries, larcenies, and motor vehicle thefts in shale-oil producing counties during the boom. However, the results suggest that the rise in certain violent crime was not statistically attributable to the shale oil boom. (Outcome 2) 5. Another research project sought to examine the connection between water and energy in North Dakota. Our study found that fracking water use alone accounted for 43% of total water use in the four major oil-producing counties (Dunn, Mountrail, McKenzie and Williams) in North Dakota in 2014, up from 0.7% in 2007. Using data provided by the North Dakota State Water Commission, we examined the impact of shale oil development on water use in the Bakken region. We found that despite the increased industrial water use for oil production and the increased domestic use of water by the growing population in western North Dakota, the impact of shale oil production on the region's water resources was limited. (Outcome 2) 6. Another major activity completed was a household survey on the perceived benefits of a NASA's satellite-enhanced snowmelt flood forecast products for communities in the Red River Basin of the North (RRB). Agricultural economy is important and vibrant in the basin; 90% of the land use is for agricultural production (Red River Basin Decision Information Network, undated). One-third of the basin's population or approximately 247,000 people reside in Grand Forks-East Grand Forks and Fargo-Moorhead where jobs, education, financial and medical services and agribusinesses are located. The recent oil boom has witnessed rapid population growth and escalating housing demand in these areas that have historically suffered from recurrent flooding events. The NASA satellite enhanced snowmelt flood predictions make use of NASA satellite instruments to improve flood predictions in the Red River basin of the North. The Flood Control Act of 1936 establishes the criterion that the benefits of flood control projects must exceed the estimated costs (Durden and Fredericks, 2009). This project applied the stated preferences valuation to quantify the socioeconomic impacts of the NASA flood forecast product. A survey-informed contingent valuation (CV) analysis was employed to estimate the socioeconomic values of the improved forecast model. In Fall 2018, a mail survey was distributed to 1,500 randomly selected households in the RRB. In total, 310 mails were collected with 291 valid responses, resulting in a 19.5% valid response rate. The survey data are still being analyzed.

Publications

  • Type: Journal Articles Status: Published Year Published: 2018 Citation: Lim, S.H. 2018. Does Shale Energy Development Mean More Crime? The Case of The Bakken Oil Boom. Growth and Change 49(3): 413-441.
  • Type: Journal Articles Status: Published Year Published: 2017 Citation: Lin, Z, T. Lin, SH Lim, MH Hove and W.M. Schuh. 2017. Impacts of Bakken Shale Oil Development on Regional Water Uses and Supply. Journal of the American Water Resources Association 54(1): 225-239.
  • Type: Journal Articles Status: Published Year Published: 2017 Citation: Park, YS, SH Lim, G Egilmez and J Szmerekovsky. 2016. Environmental Efficiency Assessment of U.S. Transport Sector: A Slack-based Data Envelopment Analysis Approach. Transportation Research Part D: Transportation and Environment 61(A): 152-164.
  • Type: Journal Articles Status: Published Year Published: 2016 Citation: Lim, SH and L Zhang. 2016. Does Casino Development Have a Positive Effect on Economic Growth? Growth and Change 48(3): 409-434.
  • Type: Journal Articles Status: Published Year Published: 2015 Citation: Coon, RC, NM Hodur, DA Bangsund and SH Lim. 2015. Contributions of Renewable Energy Industries to the Local Economy in North Dakota. Great Plains Research 25(1): 1-12.
  • Type: Journal Articles Status: Published Year Published: 2014 Citation: Lim, SH. 2014. Accounting for Environmental Pollution in Production Function. Management of Environmental Quality 25(6): 679-695.
  • Type: Conference Papers and Presentations Status: Published Year Published: 2015 Citation: Lin, Z., T. Lin, and SH Lim. 2015. Groundwater Allocation and Management at Bakken in Western North Dakota. MODFLOW and More 2015 Proceedings, pp. 130-134.
  • Type: Conference Papers and Presentations Status: Published Year Published: 2018 Citation: "A multi-agent system of water allocation and management in the Bakken Region" with Z Lin, T Lin and M Borders. 9th International Congress on Environmental Modelling and Software Conference Proceedings, Fort Collins, Colorado.
  • Type: Conference Papers and Presentations Status: Published Year Published: 2018 Citation: ⿿Social Impacts of the Satellite Enhanced Snowmelt Flood Predictions in the Red River of the North Basin⿝ with Y. Ge, X. Jia, J. Jacobs and R. Schroeder. Poster Presentation at the American Geophysical Union Fall Meeting, Washington, DC, December 14, 2018.
  • Type: Conference Papers and Presentations Status: Published Year Published: 2017 Citation: ⿿An Agent-based Model for Groundwater Allocation and Management at the Bakken Shale in Western North Dakota⿝ with T Lin and Z Lin. Presentation at the American Geophysical Union Fall Meeting, New Orleans, Louisiana, December 11-15, 2017.
  • Type: Conference Papers and Presentations Status: Published Year Published: 2017 Citation: ⿿Shale Oil Production Expansion and Water-Energy Nexus in North Dakota: A Decentralized Agent-Based Modeling Approach⿝ with Z Lin, M Borders and T Lin. Poster Presentation at the American Economic Association Annual Meeting, Chicago, Illinois, January 5 ⿿ 8, 2017.
  • Type: Conference Papers and Presentations Status: Published Year Published: 2016 Citation: ⿿Shale Oil Production Expansion and Water-Energy Nexus in North Dakota: A Decentralized Agent-Based Modeling Approach⿝ with Z Lin, M Borders and T Lin. Presentation at the Agricultural and Applied Economic Association Annual Meeting, Boston, Massachusetts, July 31 ⿿ August 2, 2016.
  • Type: Conference Papers and Presentations Status: Published Year Published: 2015 Citation: ⿿Developing an Agent-based Model for the Depot-based Water Allocation System in the Bakken field in Western North Dakota,⿝ with T Lin and Z Lin. Poster Presentation at American Geophysical Union Annual Meeting, San Francisco, California, December 14-18, 2015.
  • Type: Conference Papers and Presentations Status: Published Year Published: 2015 Citation: ⿿Assessing the Impacts of Hydraulic Fracturing at Bakken on Regional Water Resources,⿝ with Z Lin, T Lin and M. Borders. Oral Presentation at American Geophysical Union Annual Meeting, San Francisco, California, December 14-18, 2015.
  • Type: Conference Papers and Presentations Status: Published Year Published: 2015 Citation: ⿿Groundwater Allocation and Management at Bakken in Western North Dakota,⿝ with Z Lin and T Lin. Poster Presentation at MODFLOW and More 2015 Conference: Modeling a Complex World, Colorado School of Mines, Golden, Colorado, May 31 ⿿ June 3, 2015.
  • Type: Conference Papers and Presentations Status: Published Year Published: 2015 Citation: ⿿Does Casino Development Have a Positive Effect on Local Economy?⿝ with L Zhang. Presentation at the Southern Regional Science Association (SRSA) Meeting, Mobile, Alabama, March 25-28, 2015.
  • Type: Theses/Dissertations Status: Published Year Published: 2016 Citation: Borders, Michael. 2016. An Analysis of Emergent Behavior in the North Dakota Water Depot-Based Water Allocation System using a Decentralized Agent-Based Modeling (ABM) Approach. North Dakota State University, Masters Thesis.


Progress 10/01/16 to 09/30/17

Outputs
Target Audience:Researchers and professionals at annual professional meetings in New Orleans and Chicago. Changes/Problems:A major problem I encountered is the difficulty of obtaining housing data for rural North Dakota counties. Efforts were made to obtain housing data from Zillow, but the data file provided by Zillow contained empty cells for rural areas and were limited to mostly information on non-rural areas like Fargo, Bismarck and Grand Forks. Hence, a survey method will be attempted to assess housing affordability in rural counties. What opportunities for training and professional development has the project provided? Nothing Reported How have the results been disseminated to communities of interest?The results have been disseminated via a scholarly publication and two presentations at professional meetings.One of the papers is currently under review. What do you plan to do during the next reporting period to accomplish the goals?The difficulty I encountered in obtaining housing value and cost data for rural counties had posed a challenge for achieving objective 2. The next step of my research will involve a household survey on internet service, housing and cost of living in rural communities. The objectives of the survey are to assess the benefits and the quality of internet service in rural households, and to evaluate economic well-being and housing affordability following the oil boom. The questionnaire has been developed and will be pretested before administering the survey.

Impacts
What was accomplished under these goals? Objectives 1 & 2: To analyze the impact of federal broadband initiative on North Dakota rural development, and to analyze factors that affect rural broadband adoption and accessibility. Using data collected from the Federal Communications Commission and other government courses, my initial study findings suggest that economic growth in rural western North Dakota was driven predominantly by oil production particularly during 2008 - 2013. While broadband adoption and accessibility in rural ND counties had increased, the effect of broadband accessibility on rural economic growth was negligible. The next step of my research involves a survey of rural households to assess the importance and benefits of broadband internet. Objective 3: To assess the outcomes of economic and infrastructure developments in rural North Dakota with a special focus on housing affordability, values and costs Another aspect of this research assesses the outcomes of economic and infrastructure development. Using data provided by the North Dakota State Water Commission, we examine the impact of shale oil development on water use in the Bakken region. We found that despite the increased industrial water use for oil production and the increased domestic use of water by the growing population in western North Dakota, the impact of shale oil production on the region's water resources was limited due to two reasons. First, the adaptive management approach by the state worked well, and second, the region experienced more precipitation than normal during the oil boom. In a separate study, we found that the oil boom also led to higher property crimes and aggravated assaults in the oil-producing region after controlling for county population and other characteristics. The effect of shale oil production expansion on county violent crimes, like murder and rape, was insignificant.

Publications

  • Type: Conference Papers and Presentations Status: Accepted Year Published: 2017 Citation: An Agent-based Model for Groundwater Allocation and Management at the Bakken Shale in Western North Dakota with T Lin and Z Lin. Presentation at the American Geophysical Union Fall Meeting, New Orleans, Louisiana, December 11-15, 2017.
  • Type: Conference Papers and Presentations Status: Accepted Year Published: 2017 Citation: Shale Oil Production Expansion and Water-Energy Nexus in North Dakota: A Decentralized Agent-Based Modeling Approach with Z Lin, M Borders and T Lin. Poster Presentation at the American Economic Association Annual Meeting, Chicago, Illinois, January 5  8, 2017.
  • Type: Journal Articles Status: Accepted Year Published: 2017 Citation: Lin, Z, T. Lin, SH Lim, MH Hove and W.M. Schuh. 2017. Impacts of Bakken Shale Oil Development on Regional Water Uses and Supply. Journal of the American Water Resources Association. Forthcoming. DOI: 10.1111/1752-1688.12605.


Progress 10/01/15 to 09/30/16

Outputs
Target Audience:Businesses, community developers and residents and policymakers will gain knowledge and understand the implications of recent rapid economic developments and activities in North Dakota. Changes/Problems: Nothing Reported What opportunities for training and professional development has the project provided? Nothing Reported How have the results been disseminated to communities of interest?Results have been disseminated through scholarly publications. What do you plan to do during the next reporting period to accomplish the goals?Most of my work in the next period will involve (1) completing the study on the effect of broadband development on rural North Dakota with newer data in light of a recent contraction in oil production and economic growth, and (2) completing the modeling work on the interaction between manmade/economic shocks and water resources allocation in rural North Dakota.

Impacts
What was accomplished under these goals? County-level data from 2008 to 2013 were used for identifying the technological gap between rural and urban communities. The preliminary results show high level of broadband penetration in rural ND counties, but the effect of broadband accessibility on economic growth, and inflow and outflow of incomes was statistically insignificant. Rural economic growth was driven predominantly by oil-related activities in western ND. Given the recent contraction in oil production and considerable decline in economic activities, additional data are being collected, and more analysis will be conducted to identify whether there are any differences in economic performances of counties with high and low broad penetration when county-level and state-wide economies contract. In another study, we examine the effects of casino establishments to local economies. We find the effects of casinos on economic growth to be positive but relatively small. Evidence of positive economic growth was observed in counties with expansions in medium- and large-sized casinos. There was no significant evidence of contribution from small-sized casino's expansion. We also find that the effect of casinos on per capita income growth between 2003 and 2012 disappeared after controlling for spatial effects, suggesting that local or regional factors other than casinos may be the drivers of income growth in the long term. On the other hand, we also find that casino expansion was positively associated with job growth for the same period. But the casino-driven job growth did not translate into higher per capita income growth.

Publications

  • Type: Journal Articles Status: Awaiting Publication Year Published: 2017 Citation: Lim, SH and L Zhang. 2017. Does Casino Development Have a Positive Effect on Economic Growth? Growth and Change. Forthcoming.
  • Type: Journal Articles Status: Awaiting Publication Year Published: 2017 Citation: Park, YS, SH Lim, G Egilmez and J Szmerekovsky. 2017. Environmental Efficiency Assessment of U.S. Transport Sector: A Slack-based Data Envelopment Analysis Approach. Transportation Research Part D: Transportation and Environment. Forthcoming.
  • Type: Conference Papers and Presentations Status: Other Year Published: 2016 Citation: Shale Oil Production Expansion and Water-Energy Nexus in North Dakota: A Decentralized Agent-Based Modeling Approach with Z Lin, M Borders and T Lin. Presentation at the Agricultural and Applied Economic Association Annual Meeting, Boston, Massachusetts, July 31  August 2, 2016.


Progress 10/01/14 to 09/30/15

Outputs
Target Audience:Businesses, community developers and residents and policymakers will gain knowledge and understand the implications of recent rapid economic developments and activities in North Dakota. Changes/Problems: Nothing Reported What opportunities for training and professional development has the project provided? Nothing Reported How have the results been disseminated to communities of interest? Nothing Reported What do you plan to do during the next reporting period to accomplish the goals?Most of my work in the next period will involve (1) finalizing the study on the effect of broadband development on rural North Dakota, (2) modeling the interaction between manmade/economic shocks and water resources allocation in rural North Dakota. An agent-based model is being developed to study the emergent pattern of water-depot based water distribution system in North Dakota; (3) studying the economic implications of oil production contraction on North Dakota's economic growth, labor market and housing prices.

Impacts
What was accomplished under these goals? A database was updated during this reporting period. The database consists of annual county-level FCC broadband availability data from 2008 to 2013, GIS data, as well as economic and community data from the Bureau of Economic Analysis and the U.S. Census. The data were used for identifying the technological gap between rural and urban communities. The preliminary results show high level of broadband penetration in rural ND counties, but the effect of broadband accessibility on economic growth, and inflow and outflow of incomes was statistically insignificant. Rural economic growth was driven predominantly by oil-related activities in western ND. Mycolleagues and I are in the process of studying the impacts of shale oil boom and bust on rural communities in North Dakota using oil production data as well as economic data, we intend to look into the impact of housing prices and labor market crowding-out effect on these communities. A proposal was developed and submitted to NIFA this year, but it was not funded. We will revise the proposal based on the suggestions given by the reviewers for resubmission in 2016.

Publications

  • Type: Conference Papers and Presentations Status: Accepted Year Published: 2015 Citation: Does Casino Development Have a Positive Effect on Local Economy? with L Zhang. Presentation at the Southern Regional Science Association (SRSA) Meeting, Mobile, Alabama, March 25-28, 2015. Groundwater Allocation and Management at Bakken in Western North Dakota, with Z Lin and T Lin. MODFLOW and More 2015 Proceedings, pp. 130-134. Developing an Agent-based Model for the Depot-based Water Allocation System in the Bakken field in Western North Dakota, with T Lin and Z Lin. Poster Presentation at American Geophysical Union Annual Meeting, San Francisco, California, December 14-18, 2015. Assessing the Impacts of Hydraulic Fracturing at Bakken on Regional Water Res0urces, with Z Lin, T Lin and M. Borders. Oral Presentation at American Geophysical Union Annual Meeting, San Francisco, California, December 14-18, 2015.


Progress 10/01/13 to 09/30/14

Outputs
Target Audience: Nothing Reported Changes/Problems: Nothing Reported What opportunities for training and professional development has the project provided? Nothing Reported How have the results been disseminated to communities of interest? After the North Dakota Consumer Price Survey was completed in December 2013, I analyzed the price changes over time and across counties in North Dakota. The results and final report were disseminatedto county extension agents via e-mail and a conference call. The price data suggest that the grocery prices had gradually stabilized between September 2012 and December 2013. As expected, the oil patch in Western North Dakota has higher and more volatileprices. Two possible explanations: (1) demand and supply adjustments overtime; (2) some counties opted out of the survey. Food prices tend to be higher in smaller commodities. Although prices fluctuate every month, overall there was no significant increase in food prices during the 16-month study period. What do you plan to do during the next reporting period to accomplish the goals? Using the database that wasdeveloped and compiled from various sources this year, I will continue to analyze the impacts of infrastructure development (broadband expansion and availability) on the local economy in North Dakota. While a number of studies have examined the impacts of broadband development at the national scale, none has studied the impacts on rural economic development, and no study was conducted on North Dakota. In light of the oil boom in the state, the study separates the impacts of oil development from those of broadband in western ND. Also, the study controls for the spatial correlations of economic development and broadband accessibility (availability) between counties since an economic change in a county is likely going to create a spillover effect on its neighboring counties. Specifically, I look at the impacts of broadband expansion on the number of jobs, average wage per jobs, per capita income, and inflow, outflow and netflow of incomes at the county level. In recent years, rapid oil production expansion and fracking activities in the state havedriven the increased demand for water among different users. Another oneof my tasks in the next period will involve modeling the interaction between economic developments and water resources allocation in the oil patch as well as the implications of increased water demand andwater use onrural communitiesin western North Dakota.

Impacts
What was accomplished under these goals? For Goals 1 & 2: Broadband technology is indispensable to modern economies. For rural economies, basic amenities, like telecommunication and affordable access to high-speed internet are essential for community sustainability and competitiveness. A database was created during this reporting period. The database consists of annual county-level FCC broadband availability data from 2008 to 2012, GIS (geographical characteristics) data, as well as economic and community data from the Bureau of Economic Analysis and the U.S. Census. The data are useful for identifying the technological gap between rural and urban communities and the economic implications. A traditional econometric model and a spatial econometric model were developed to analyze the impacts of broadband availability on inflow, outflow and outflow of incomes, number of jobs,per capitaincome, andaverage wage per job at the county level. For Goal 3: Recent economic boom in western North Dakota sparked concerns among the citizens of the state about rapidly rising prices in the region, including both oil-producing and non-oil-producing counties. Working with North Dakota Extension, we conducted a monthly grocery price survey statewide between September 2012 and December 2013. The key outcomes or conclusions from the 16-month study indicate that prices were indeed volatile, especially in oil-producing counties, but there was no significant increase in grocery prices throughout the study period. Oil-producing counties experienced higher grocery prices than other counties, but no persistent upward trend in grocery prices was observed. The results create a change in perception and knowledge about the cost of living in North Dakota. The results were also important for businesses to assess their wage rates.

Publications