Assessing the Factor Structure of the Farm/Ranch Stress Inventory in a Sample of LGBTQ+ Farmers Across the United States
Abstract
1. Introduction
1.1. Farm and Ranch Stress
1.2. LGBTQ+ Farmers
1.3. Measuring Farm Stress
1.4. The Current Study
2. Materials and Methods
2.1. Participants and Procedure
2.2. Measures
Farm and Ranch Stress Inventory (FRSI)
3. Results
3.1. Descriptive Analyses
3.2. Principal Components Analysis
| FRSI Item | Factor Loadings | |||||
|---|---|---|---|---|---|---|
| 1 | 2 | 3 | 4 | 5 | 6 | |
| Not enough cash/capital for unexpected problems (illnesses, health care, breakdowns, other emergencies) | 0.847 | 0.094 | −0.052 | −0.093 | 0.089 | 0.002 |
| Financing for retirement | 0.774 | −0.056 | 0.085 | −0.280 | 0.111 | 0.310 |
| Health care costs (direct costs and/or cost of insurance) | 0.703 | −0.057 | −0.015 | −0.011 | 0.260 | 0.269 |
| Not enough money for day-to-day expenses (purchases, repairs, parts, fence and building maintenance, etc.) | 0.628 | 0.271 | 0.078 | −0.188 | −0.114 | −0.242 |
| Balancing the many roles I perform as a family member and a farmer/rancher | 0.470 | 0.189 | −0.217 | 0.373 | −0.074 | 0.115 |
| Taxes (high taxes, figuring taxes, etc.) | 0.461 | 0.107 | 0.432 | 0.035 | −0.044 | 0.002 |
| Market prices for your crops/livestock | 0.438 | −0.010 | 0.191 | 0.201 | −0.231 | −0.023 |
| High debt load | 0.437 | 0.007 | 0.402 | 0.034 | −0.082 | −0.251 |
| Not enough time to spend together as a family in recreation | 0.411 | 0.240 | 0.115 | 0.096 | 0.055 | −0.127 |
| Not having the people power to operate the farm/ranch | −0.028 | 0.781 | −0.185 | 0.038 | −0.017 | 0.098 |
| Having too much work for one person | 0.175 | 0.748 | −0.253 | −0.003 | −0.036 | 0.107 |
| Concern over the future of the farm/ranch | 0.268 | 0.609 | −0.163 | 0.046 | 0.076 | −0.059 |
| Problems with machinery (purchases, repairs, breakdowns) | 0.029 | 0.594 | 0.326 | −0.036 | 0.036 | −0.046 |
| Problems with livestock or crops (illness, disease, noxious weeds, rodents) | 0.190 | 0.453 | 0.241 | −0.085 | −0.124 | 0.167 |
| Government farm price supports | 0.414 | −0.343 | 0.725 | −0.062 | −0.124 | 0.177 |
| Operating hazardous machinery | −0.210 | 0.119 | 0.713 | 0.114 | −0.099 | 0.095 |
| Government export policy | 0.095 | −0.225 | 0.704 | 0.198 | 0.087 | −0.042 |
| Working with bankers and loan officers | 0.333 | 0.046 | 0.533 | 0.118 | 0.091 | −0.204 |
| Limited social interaction opportunities | −0.025 | 0.011 | −0.020 | 0.771 | −0.013 | 0.086 |
| Lack of close neighbors | −0.144 | −0.287 | 0.426 | 0.633 | −0.006 | 0.097 |
| Farm/ranch accidents and injuries | −0.125 | 0.128 | 0.219 | 0.537 | −0.103 | −0.185 |
| Working with extended family members in the farm/ranch operation (parents, in-laws, children) | −0.080 | 0.083 | 0.233 | 0.430 | 0.089 | 0.278 |
| Seasonal variations in workload (planting season, harvest, calving time, marketing time, etc.) | −0.181 | 0.160 | 0.279 | −0.001 | −0.736 | 0.079 |
| The weather (inadequate/or too much rainfall, snow, hail, etc.) | 0.283 | −0.083 | −0.306 | 0.355 | −0.647 | 0.105 |
| Distance from doctors or hospitals | 0.137 | 0.048 | 0.019 | 0.410 | 0.639 | 0.016 |
| Distance from shopping centers/schools/recreation, etc. | −0.024 | 0.168 | 0.155 | 0.423 | 0.496 | −0.028 |
| Outsiders not understanding the nature of farming/ranching | 0.099 | 0.125 | 0.008 | 0.106 | −0.101 | 0.809 |
| Dealing with non-relative help (incompetent help, finding good help, supervising help) | −0.130 | 0.540 | 0.328 | −0.047 | −0.087 | 0.496 |
| Component | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|
| 1 | 1.000 | - | - | - | - | - |
| 2 | 0.402 | 1.000 | - | - | - | - |
| 3 | 0.253 | 0.282 | 1.000 | - | - | - |
| 4 | 0.389 | 0.275 | 0.334 | 1.000 | - | - |
| 5 | −0.703 | −0.119 | 0.234 | 0.101 | 1.000 | - |
| 6 | −0.035 | 0.063 | 0.025 | 0.001 | 0.203 | 1.000 |
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
| LGBTQ+ | Lesbian, gay, bisexual, transgender, queer, and other sexual and gender minority people |
| FRSI | Farm/ranch stress inventory |
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Rivas-Koehl, M.; Cuthbertson, C.; Rivas-Koehl, D.; Codamon, A.; Billington, A. Assessing the Factor Structure of the Farm/Ranch Stress Inventory in a Sample of LGBTQ+ Farmers Across the United States. Int. J. Environ. Res. Public Health 2026, 23, 22. https://doi.org/10.3390/ijerph23010022
Rivas-Koehl M, Cuthbertson C, Rivas-Koehl D, Codamon A, Billington A. Assessing the Factor Structure of the Farm/Ranch Stress Inventory in a Sample of LGBTQ+ Farmers Across the United States. International Journal of Environmental Research and Public Health. 2026; 23(1):22. https://doi.org/10.3390/ijerph23010022
Chicago/Turabian StyleRivas-Koehl, Matthew, Courtney Cuthbertson, Dane Rivas-Koehl, Anisa Codamon, and Asa Billington. 2026. "Assessing the Factor Structure of the Farm/Ranch Stress Inventory in a Sample of LGBTQ+ Farmers Across the United States" International Journal of Environmental Research and Public Health 23, no. 1: 22. https://doi.org/10.3390/ijerph23010022
APA StyleRivas-Koehl, M., Cuthbertson, C., Rivas-Koehl, D., Codamon, A., & Billington, A. (2026). Assessing the Factor Structure of the Farm/Ranch Stress Inventory in a Sample of LGBTQ+ Farmers Across the United States. International Journal of Environmental Research and Public Health, 23(1), 22. https://doi.org/10.3390/ijerph23010022

