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Apple Pollination Costs and Strategies: Trends and Outlook

Steven W. Wilcox, David R. Just, Heather Grab, C.-Y. Cynthia Lin Lawell, D. Adeline Yeh, and Sage Wootan
JEL Classifications: Q12, Q15
Keywords: Apple farmers, pollination
Citation: Wilcox S., Just D., Grab H., Lawell C. L., Yeh A., Wooton S. 2026. "Apple Pollination Costs and Strategies: Trends and Outlook". Available online at https://www.choicesmagazine.org/choices-magazine/submitted-articles/apple-pollination-costs-and-strategies-trends-and-outlook

Interest in pollination has grown in recent years, coinciding with concerns over declines in honey bees and wild pollinators. Pollination was the focus of a 2019 Choices theme (Ferrier, 2019b), with articles discussing important issues pertaining to honey bee mortality (Rucker, Thurman, and Burgett, 2019), the California almond pollination market (Goodrich, 2019), the almond and beekeeping industries (Champetier, Lee, and Sumner, 2019a), the supply side of the pollination and honey markets (Champetier, Lee, and Sumner, 2019a), and federal support programs and data reporting surrounding beekeeping (Ferrier, 2019a). The majority of directly related economics literature has similarly focused heavily on beekeepers, almond growers, and the West Coast of the United States, and knowledge gaps persist for important crops such as apples, particularly at the farm level (Baylis, Lichtenberg, and Lichtenberg, 2021). This article builds on the 2019 Choices theme by using existing and new data to draw insights on farm-level pollination strategies and costs in the commercial apple sector in the United States.

Pollination is an important input for apple production. Most commercial apple varieties require some cross-pollination, and pollination by insects greatly enhances fruit set and quality (Ramírez and Davenport, 2013). Apples are not considered a honey-producing crop (Rucker, Thurman, and Burgett, 2012), as apple blossoms yield little or no honey (Cheung, 1973), and this translates into higher pollination rental fees for apple farmers to mitigate the fact that beekeepers do not gain forage resources to produce palatable honey from pollinating apples (Rucker, Thurman, and Burgett, 2012). According to the USDA Cost of Pollination Survey, during 2024, a total of 158,500 colonies were used to pollinate U.S. apple crops, and the total nominal value of pollination for apples (as calculated by multiplying the price per colony by colonies used by region and then summing over all U.S. regions) was $10,240,000. In each year of the USDA Cost of Pollination Survey over the period 2015–2024, of all the crops surveyed, apples had the highest total value of pollination of crops reported in the Pacific Northwest (Region 5). Thepollination choices of apple farmers have important implications for production outcomes, food supplies, and pollination resources within and beyond the farm gate (Grab et al., 2018; Schmit et al., 2018; Wilcox et al., 2026a,b,c).

We use three primary sources of data. First, we use the 2007 component of the U.S. Department of Agriculture (USDA) Agricultural Resource Management Survey (ARMS), which provides farm-level data on apple growers that is representative at national and state levels. Pollination data is available from this survey over 2006–2007 with broadly complete data for 1,057 apple growers from 4 eastern states (Michigan, New York, Pennsylvania, and North Carolina) and 3 western states (California, Oregon, and Washington).

Second, we use region-level data from the USDA Cost of Pollination Survey, which collects information in all 50 states on acreage pollinated, colonies used, and dollars spent for a variety of different crops from farms and ranches with at least one acre of a crop determined to be potentially pollinated by honey bees, for the years 2015–2017 and 2022–2024 (the survey was suspended during the years 2018–2021), and which aggregates the information at the regional level for six regions: Northeast (Region 1), Southeast (Region 2), South (Region 3), Midwest and Mountain (Region 4), Pacific Northwest (Region 5), and Pacific Southwest (Regions 6 and 7). The Cost of Pollination sampling scheme targeted 33 specific crops, of which 19 were listed individually on the questionnaire. Apples are among the 19 sampled crops listed on the questionnaire. Sample size was 42,165 in 2015, 19,931 in 2016, 14,532 in 2017, 15,590 in 2022, 15,548 in 2023, and 15,046 in 2024.

A third source of data is the 2022 Northeast Apple Growers Survey, a nonrepresentative survey we designed and implemented among apple farmers in the northeastern United States, which includes responses from 21 apple growers in New York and 1 apple grower in Connecticut, and which focuses on the 2019–2021 production years.

How Do Apple Farmers Pollinate Their Apple Trees?

US apple farmers use a variety of strategies for pollination. While honey bees may be owned or rented for pollination services, or purchased to replace or expand owned stocks, other pollination services can be purchased, including colonies of commercial bumble bees (Bombus) or solitary mason bees (Osmia). Alternatively, wild bees—representing a diverse array of taxa, such as mining bees and sweat bees—can be abundant enough to meet pollination demand (Blitzer et al., 2016; Grab et al., 2018). Accordingly, the available data indicate that U.S. apple farmers use one or more of the following strategies: (i) owning honey bee colonies (for pollinating apple trees, producing honey, or providing pollination services); (ii) renting or purchasing bees (such as colonies or hives of bumble bees) during the bloom period for use during that season (Park et al., 2020); (iii) relying on local domesticated pollinators (such as local colonies of honey bees); (iv) relying on local wild pollinators; or (v) relying on a combination of local domesticated and wild pollinators (Wilcox et al., 2026b,c). According to nationally representative USDA ARMS data going back to 2006–2007 (from 1,057 growers) and the 2022 Northeast Apple Growers Survey (from 22 growers), adoption of these strategies varies as follows:

Owning Bees

Nationally, only 3% of apple growers in 2006–2007 owned their own honey bee colonies; among sampled apple growers in eastern states (Michigan, New York, Pennsylvania, and North Carolina), the average was closer to 4% of growers who own their own honey bee colonies. Among the growers who responded to the 2022 Northeast Apple Growers Survey, 22.7% reported owning honey bees and also using their own colonies for pollination.

Renting Bees

Nationally, 74% of apple growers rented honey bees for pollination over 2006–2007, with growers in eastern states (Michigan, New York, Pennsylvania, and North Carolina) being less likely to rent bees (65%) than growers in western states (California, Oregon, and Washington) (81%). Among the sample of growers who responded to the 2022 Northeast Apple Growers Survey, 50% reported renting honey bees for pollination.

Wild Pollination

Nationally, 25% of apple growers reported never renting honey bees over 2006–2007, with growers in eastern states being more likely to never rent bees (33%) than their western state counterparts (18%). Among the growers who responded to the 2022 Northeast Apple Growers Survey, 27.3% reported never renting honey bees, purchasing bees, or owning honey bees. Growers who never rent honey bees, own honey bees, or purchase bees are unique because the implication is that these growers may be relying exclusively on local wild pollinators—though contributions from local domesticated pollinators cannot be ruled out.

Purchasing Bees

Previous research has found that a few growers in the Northeast may purchase commercial bumble bees or mason bees for a single season (Park et al., 2020); Roquer-Beni et al. (2022) show that Osmia and Bombus species are more efficient pollinators of apples on a per visit basis compared to honeybees. The ARMS data for 2006–2007 does not include data on single-season purchase of bees for pollination, however. Among the growers who responded to the 2022 Northeast Apple Growers Survey, the only purchases of bees reported appear to have been occasional purchases to replace hives among growers who own bees (and therefore not single-season purchase for pollination purposes). Those who reported higher frequency of purchasing bees also indicated that they had experienced higher hive mortality rates in recent years (40% among those who owned bees).

Figure 1. Pollination Strategies of
Respondents to the 2022 Northeast
Apple Grower Survey
Figure 1

Data Source: 2022 Northeast Apple Grower Survey.

Other Pollination Strategies

There are reports that growers may also pollinate apples by hand, using new drone-based technology, or other kinds of mechanical methods. In the 2022 Northeast Apple Growers Survey, one grower reported using such strategies at some point, though in the years of focus for the survey (2019–2021 production years), this sole grower reported relying on honey bee rental.

There are currently no known suitable data to determine whether apple growers have substantially changed their general pollination strategies since 2006-2007. Nevertheless, for the Northeast, and for New York in particular, honey bee rental seems to be the predominant strategy for pollinating apples during the bloom period. Figure 1 captures the predominant pollination strategies among respondents to the 2022 Northeast Apple Grower Survey.

How Much Pollination Do US Apple Farmers Use?

Measures of the intensity of pollination use at the farm level are not widely available. As an input choice in commercial settings, managed pollination is the most readily measurable form of pollination use with existing data, though entomologists have successfully measured the relative prevalence of wild versus managed pollinators and studied comparative efficacy of pollination between wild and domesticated pollinators in commercial settings for apples and many other crops (Garibaldi et al., 2013; Blitzer et al., 2016; Park et al., 2016; Russo et al., 2017). The earliest available data for apple growers at the farm level come from 2006–2007 USDA ARMS data, specifically for the number of honey bee colonies distributed per acre at the random apple block level. The 2022 Northeast Apple Grower Survey also collected farm-level data on the number of bee colonies distributed per acre. The following comparison of the available data on stocking densities highlights interesting variation across growers in how intensively they use honey bee colonies:

Number of Colonies Rented

Nationally, among those who rented honey bees in 2006–2007, apple growers rented 17.26 colonies on average for pollination at the block level. Among this sample, eastern growers rented fewer colonies (15.11) on average compared with western growers (18.62). Within the sample from 2022 Northeast Apple Grower Survey, the average number of colonies rented among those who rented was 85 colonies.

Colonies Rented per Acre

The measure used here is total colonies deployed divided by the number of bearing apple acres at the block level. On a per acre basis at the national level in 2006–2007, among those who rented honey bees, apple growers used 1.87 honey bee colonies per acre on average. The eastern growers in this sample had higher stocking densities on average (2.22 colonies per acre) than growers in western states (1.65 colonies per acre); though for New York and Pennsylvania (the states closest to the sample population for the 2022 NortheastApple Grower Survey) the average was closer to the national average at 1.85 colonies per acre. Within the sample from the 2022 Northeast Apple Grower Survey, among those who rented bees, the average colonies per acre was 1.48. Notably, these block-specific data show much higher stocking densities than aggregate statistics from the USDA Cost of Pollination Survey suggest. For example, the implied stocking density (ratio of colonies used to paid pollinated acres) in 2017 for Region 1 (Northeast) and Region 5 (Northwest) are 0.51 and 0.93 colonies per acres, respectively. Reasons for the discrepancy between estimated stocking densities at the regional versus block level are not precisely known but may reflect that regional estimates do not account for block-specific variation.

Colonies Owned per Acre

Within the sample from the 2022 Northeast Apple Grower Survey, the intensity of bee colony use per acre differed markedly depending on if a grower owned or just rented bees. Among those who owned bees, the effective number of average colonies per acre was 0.24 colonies per acre. Comparable data at the block level is not available in the 2007 USDA ARMS.

The USDA ARMS data suggest that apple growers in eastern states who rent bees use managed pollination more intensively those in western states. Within the sample from the 2022 Northeast Apple Grower Survey, however, those who rented bees used managed pollination less intensively on average than their regional counterparts have in recent years.

How Much Does Pollination Cost for Apple Farmers?

The potential costs for pollinating apples for commercial purposes are not very well tracked across the range of potential pollination strategies. The most widely captured dimensions of costs are costs for renting bees in pollination service markets; the USDA ARMS data also capture costs for beekeeping among honey producers. Potential costs for single-season purchase, wild pollination investments and maintenance, and alternative approaches (such as drones, hand labor, mechanical) are not well understood.

Costs for Honey Bee Rental over 2006–2007

After adjusting for inflation, the USDA ARMS data indicate that the average national price of renting honey bees over 2006–2007 was $46.19 per colony (in real 2017 U.S. dollars). The respective average cost (in real 2017 U.S. dollars) was $50.73 per colony for growers in eastern states and $42.61 per colony for growers in western states. The average price for New York and Pennsylvania (the states closest to the sample population for the 2022 Northeast Apple Grower Survey) over 2006–2007 was $51.83 per colony (in real 2017 U.S. dollars).

Price per Colony in the Northeast and Northwest over 2015–2024

According to the USDA Cost of Pollination Survey, which collected information from farms and ranches in all 50 states on the average price paid by operations to use a colony for pollination (which does not include colonies owned by the operation or used on a nonmonetary basis), the prices per colony for apple growers in the Northeast (Region 1) in the years 2015, 2016, 2017, 2022, 2023, and 2024 after adjusting for inflation, were $66.38, $71.15, $70.90, $77.28, $66.24, and $67.00 (in real 2017 U.S. dollars), respectively. In contrast, in the Northwest (Region 5), the respective prices in 2015, 2016, 2017, 2022, 2023, and 2024 were $54.15, $52.42, $51.90, $49.40, $48.66, and $46.40 (in real 2017 U.S. dollars).

Costs and Revenues for Bee Owners in the Northeast over 2019–2022

According to data from the 2022 Northeast Apple Grower Survey, none of the bee owners appear to be large-scale honey or pollination service providers. Commercial profits seemed to be a very minor component of their operations. Among those who reported owning bees, a few reported minor profits over 2019–2021; others reported minor losses. After adjusting for inflation, the average total costs for owning and managing honey bees among those who owned honey bees was $1,015 with an average cost per colony of $93.36 per colony (in real 2017 U.S. dollars).

Costs for Honey Bee Rental in the Northeast over 2019-2022

According to data from the 2022 Northeast Apple Grower Survey, after adjusting for inflation, the average total costs for honey bee rental among those who rented honey bees was $7,164.96, with an average price per honey bee colony of $87.85 per colony (in real 2017 U.S. dollars). Real prices also increased slightly during the height of the COVID pandemic by $0.93 per colony (in real 2017 U.S. dollars) according the 2022 Northeast Apple Growers Survey. The reported pollination cost share as a proportion of total apple production costs among growers who responded to the 2022 Northeast Apple Grower Survey range from under 1% to as high as 5% of total apple production costs. On average, this subset of growers reported that pollination accounted for 1.66% of total apple production costs.

Figure 2. Actual and Perceived Trends in
Pollination Costs

 
Figure 1

Notes: All costs are adjusted for inflation using the implicit price
deflator from the U.S. Federal Reserve Bank of St. Louis with
base year 2017, with the exception of data from Ferrier et al.
(2018, Tables 6 and 7), which have base year of 2015 using a
USDA producer price index. PNW refers to the Pacific
Northwest and CA refers to California. For the USDA ARMS
data, ERS requires the use of provided replicate weights.
Cost of Pollination Survey data are weighted according to the
survey’s multivariate probability proportional to size sampling
scheme.
Data Sources: USDA-ERS (2007); 2022 Northeast Apple Grower
Survey; USDA Cost of Pollination Survey (2015–2017, 2023–
2024); Ferrier et al. (2018); U.S. Federal Reserve Bank of St.
Louis Implicit Price Deflator.

Actual and Perceived Trends in Pollination Costs

Figure 2a plots the available data on the inflation-adjusted cost to rent honey bees per colony. Although a perfect match between states represented in available data over time is not possible, reasonable comparisons between eastern and western states in Figure 2a show that costs vary by region. Inflation-adjusted pollination costs for apple farmers are higher in eastern states than in western states. Moreover, inflation-adjusted pollination costs for apple farmers seem to be increasing more in eastern states than in western states. Apple growers in western states experienced an approximate increase of $5.55 per colony between 2006–2007 and 2022–2024 (Region 5 average real price over 2022–2024 minus western states average real price over 2006–2007). In contrast, apple growers in eastern states experienced an increase of approximately $19.45–$36.02 per colony between 2006–2007 and 2022–2024 (Region 1 average real price over 2022–2024 minus eastern states average real price over 2006–2007 and 2022 Northeast Apple Growers Survey average real price over 2019–2021 minus average real price for Pennsylvania and New York over 2006–2007). Figure 2b presents results for the views of growers who responded to the 2022 Northeast Apple Growers Survey regarding their perceptions of the trend of pollination costs over the last 10 years. Growers who responded to the 2022 Northeast Apple Growers Survey expressed a variety of opinions regarding the arc of changes in pollination costs over time.

Comparing the cost of honey bees rentals across crops or regions is somewhat fraught because the honey value of pollination differs across crops, bee supply varies seasonally, certain distant regions are harder to service, and crop growing cycles vary seasonally, which can change the cost of providing pollination services. Nevertheless, although we cannot speak comprehensively to the range of potential changes in pollination costs over the last 15–20 years or so, the available data does suggest important trends in pollination costs. Of particular note is the possible increase in inflation-adjusted cost to rent honey bees per colony since 2006 for eastern states compared to western states (see Figure 2a). There are initial indications that this increasing trend in prices in easternstates may be waning, though it is unclear where costs will go moving forward. This observed real price increase for seasonal honey bee rental costs runs contrary to the views of most growers who responded to the 2022 Northeast Apple Growers Survey that pollination costs have stayed the same or declined over the last 10 years (see Figure 2b). 

Figure 3. Apple Yield by Pollination Strategy
 
Figure 1

Notes: Figure shows a weighted boxplot for total apple yield in
bushels per acre by state and by whether an apple farmer
rented honey bees or not. Numbers in parentheses indicate
the sample size per state, broken down by the number who
reported renting honey bees and the number who reported not
renting honey bees. For example, WA (238, 47), indicates that,
of the apple farmers sampled in Washington State, 238
reported renting honey bees, while 47 reported not renting
honey bees.
Data Source: USDA-ERS (2007).

Should Apple Farmers Use Wild Pollinators?

Recent data and research strongly suggest that wild pollinators are more effective than managed pollinators (such as honey bees) at providing reliable and complete fruit set in apples and other crops (Garibaldi et al., 2013; Blitzer et al., 2016; Park et al., 2016; Russo et al., 2017). The available data and anecdotal evidence clearly indicate that there are apple operations doing quite well without renting honey bees, with the likely implication that they are relying on local wild stocks of pollinators (Wilcox et al., 2026b,c). Other work by entomologists has suggested that apple production may be pollination-limited in some settings (Reilly et al., 2020).

Especially for farms with sufficient local wild pollinators, given the pollination efficiency and production benefits of wild pollination, and given rising costs for honey bee rental, there may be value in working to enhance the habitat for wild pollinators to benefit farm operations.Some examples of ways to enhance the habitat for wild pollinators include setting aside land for planting wildflower strips, or other natural cover. For farms that may not currently have sufficient wild pollinators for apple production, however, it may be very costly to improve the wild pollination habitat to the point that they are able to rely heavily on wild pollination (Grab et al., 2018).

The optimal pollination strategy for a given apple farmer may depend on very local conditions, however (Wilcox et al., 2026a). If sufficient wild pollinators are present, it may be unnecessary to use managed pollination. On the other hand, in many cases wild pollination stocks may be insufficient to even consider such a strategy. Moreover, according to data from the 2007 USDA ARMS, apple farmers who rent honey bees have higher yields on average than those who do not rent bees (Figure 3). In other cases, a mixed strategy may be wise whereby apple growers make investments in local wild stocks but continue to rely on managed pollination to some extent.

A key factor determining wild pollinator abundance and sufficiency for pollination purposes is likely to be local pollinator habitat. To characterize this dimension, we generated summary data for each respondent to the 2022 Northeast Apple Growers Survey using a sophisticated web-based tool called Beescape (https://pollinators.psu.edu/bee-health/beescape) that was created to help growers and other stakeholders assess the quality of their landscapes for supporting bees and other pollinators. For each farm/respondent, for the randomly selected apple block that they reported on in the 2022 Northeast Apple Grower Survey, we examined (i) a map indicating the approximate center of their block, (ii) a map of land cover types within a 1-mile buffer around the center of their block, (iii) a characterization of the proportion of different land cover types, (iv) and a temperature profile for the location. Within a 1-mile buffer around the center of all randomly selected apple blocks from farms sampled in the 2022 Northeast Apple Grower Survey, the predominant cover types are forest cover and pasture and hay. The farms in the 2022 Northeast Apple Grower Survey vary in the quality of their landscapes for supporting pollinators and therefore vary in whether they may have sufficient local wild pollinators for successful fruit set without relying on supplementary pollination.

Conclusion

This article uses existing and new data from the U.S. apple sector to better understand farm-level pollination strategies and costs. We find that although U.S. apple farmers seem to predominantly rely on honey bee rental, nonnegligible proportions of growers seem to rely solely on wild pollination. Apple farmers in eastern states tend to use pollination more intensively at the block level. Inflation-adjusted pollination costs for apple farmers are higher in eastern states than in western states and may be increasing for apple farmers in eastern states.Many apple farmers are likely making very good pollination input decisions based on hard-earned knowledge gleaned from many years of on-farm experimentation. Other farmers may also be engaged in less than optimal use of pollination resources based on conventional wisdom, which may translate into negative impacts to yield and profits or negative impacts to the broader local environment. For example, results from a recent farm-level survey of UK farmers showed significant variation in interest and understanding of the impact of pollinators on commercial crops, and many respondents did not consider whether they had a pollinator deficit in terms of crop quality, quantity, or financial impacts (Fraser, Fountain, and Holland, 2024). As pollination costs are rising for the apple sector, honey bees as “cheap insurance” may not remain as cheap as they have in the past and apple farmers may find value in thinking carefully about pollination now and in the future. Moving forward, it seems important that economists remain engaged in these issues to provide apple farmers, and pollination-dependent agriculture broadly, with better information to inform farm-level pollination decisions.


For More Information 

Baylis, K., E.M. Lichtenberg, and E. Lichtenberg. 2021. “Economics of Pollination.” Annual Review of Resource Economics 13(1):335–354. https://doi.org/10.1146/annurev-resource-101420-110406

Blitzer, E.J., J. Gibbs, M.G. Park, and B.N. Danforth. 2016. “Pollination Services for Apple Are Dependent on Diverse Wild Bee Communities.” Agriculture, Ecosystems and Environment 221:1–7. https://doi.org/10.1016/j.agee.2016.01.004

Boryan, C., Z. Yang, R. Mueller, and M. Craig. 2011. “Monitoring US Agriculture: The US Department of Agriculture, National Agricultural Statistics Service, Cropland Data Layer Program.” Geocarto International 26(5):341–358. https://doi.org/10.1080/10106049.2011.562309

Champetier, A., H. Lee and D.A. Sumner. 2019a. “Are the Almond and Beekeeping Industries Gaining Independence?” Choices 34(4). https://www.jstor.org/stable/27098544

———. 2019b. “Honey, Forage and Almond-Pollinating Honey Bees.” Choices 34(4). https://www.jstor.org/stable/27098543

Cheung, S.N.S. 1973. “The Fable of the Bees: An Economic Investigation.” Journal of Law and Economics 16:11–33. https://doi.org/10.1086/466753

Ferrier, P. 2019a. “The Evolution of Federal Programs for Beekeepers and Pollinator Data.” Choices 34(4). https://www.jstor.org/stable/27098542

———. 2019b. “Theme Overview: Pollination Service Markets: Evolution and Outlook.” Choices 34(4). http://www.choicesmagazine.org/choices-magazine/theme-articles/pollination-service-markets-evolution-and-outlook/theme-overview-pollination-service-markets-evolution-and-outlook

Ferrier, P., R.R. Rucker, W.N. Thurman, and M. Burgett. 2018. Economic Effects and Responses to Changing Honey Bee Health. USDA Economic Research Service Economic Research Report ERR-246. https://doi.org/10.22004/ag.econ.276245

Fraser, I., M.T. Fountain, and J.M. Holland. 2024. “Crop Production, the Pollinator Deficit and

Land Use Management: UK Farm Level Survey Results.” Bio-Based and Applied Economics 13(4):397–417. https://doi.org/10.36253/bae-15333

Garibaldi, L.A., I. Steffan-Dewenter, R. Winfree, M.A. Aizen, R. Bommarco, S.A. Cunningham, C. Kremen, L.G. Carvalheiro, L.D. Harder, O. Afik, and I. Bartomeus. 2013. “Wild Pollinators Enhance Fruit Set of Crops Regardless of Honey Bee Abundance.” Science 339(6127):1608–1611. https://www.science.org/doi/10.1126/science.1230200

Goodrich, B.K. 2019. “Contracting for Pollination Services: Overview and Emerging Issues.” Choices 34(4). https://www.jstor.org/stable/27098545

Grab, H., K. Poveda, B. Danforth, and G. Loeb. 2018. “Landscape Context Shifts the Balance of Costs and Benefits from Wildflower Borders on Multiple Ecosystem Services.” Proceedings of the Royal Society B: Biological Sciences 285:20181102. https://doi.org/10.1098/rspb.2018.1102

Kammerer, M.A., D.J. Biddinger, N.K. Joshi, E.G. Rajotte, and D.A. Mortensen. 2016. “Modeling Local Spatial Patterns of Wild Bee Diversity in Pennsylvania Apple Orchards.” Landscape Ecology 31:2459–2469. https://doi.org/10.1007/s10980-016-0416-4

Park, M.G., R.A. Raguso, J.E. Losey, and B.N. Danforth. 2016. “ per Visit Pollinator Performance and Regional Importance of Wild Bombus and Andrena (Melandrena) Compared to the Managed Honey Bee in New York Apple Orchards.” Apidologie 47:145–160. https://doi.org/10.1007/s13592-015-0383-9

Park, M.G., N.K. Joshi, E.G. Rajotte, D.J. Biddinger, J.E. Losey, and B.N. Danforth. 2020. “Apple Grower Pollination Practices and Perceptions of Alternative Pollinators in New York and Pennsylvania.” Renewable Agriculture and Food Systems 35(1):1–14. https://doi.org/10.1017/S1742170518000145

Ramírez, F., and T.L. Davenport. 2013. “Apple Pollination: A Review.” Scientia Horticulturae 162:188–203. https://doi.org/10.1016/j.scienta.2013.08.007

Reilly, J.R., D.R. Artz, D. Biddinger, K. Bobiwash, N.K. Boyle, C. Brittain, J. Brokaw, J.W. Campbell, J. Daniels, E. Elle, and J.D. Ellis. 2020. “Crop Production in the USA Is Frequently Limited by a Lack of Pollinators.” Proceedings of the Royal Society B 287(1931):20200922. https://doi.org/10.1098/rspb.2020.0922

Roquer-Beni, L., X. Arnan, A. Rodrigo, and J. Bosch. 2022. “What Makes a Good Pollinator?

            Relationship between Pollinator Traits and Pollination Effectiveness in Apple Flowers.” Entomologia Generalis           42(6):875–882. https://doi.org/10.1127/entomologia/2022/1571 

Rucker, R.R., W.N. Thurman, and M. Burgett. 2012. “Honey Bee Pollination Markets and the Internalization of Reciprocal Benefits.” American Journal of Agricultural Economics 94:956–977. https://doi.org/10.1093/ajae/aas031

———. 2019. “Honey Bee Mortality, Markets, and the Food Supply.” Choices 34(4). https://www.jstor.org/stable/27098546

Russo, L., M.G. Park, E.J. Blitzer, and B.N. Danforth. 2017. “Flower Handling Behavior and Abundance Determine the Relative Contribution of Pollinators to Seed Set in Apple Orchards.” Agriculture, Ecosystems and Environment 246:102–108. https://doi.org/10.1016/j.agee.2017.05.033

Schmit, T.M., R.M. Severson, J. Strzok, and J. Barros. 2018. Economic Contributions of the Apple Industry Supply Chain in New York State. Extension Bulletin EB 2018-03. Cornell University Charles H. Dyson School of Applied Economics and Management. Available online: https://dyson.cornell.edu/wp-content/uploads/sites/5/2019/02/Cornell-Dyson-eb1803.pdf

U.S. Department of Agriculture. Cost of Pollination Survey Data. Available online: https://usda.library.cornell.edu/concern/publications/d504rk335?locale=en [Last accessed March 21, 2025]

U.S. Department of Agriculture Economic Research Service (USDA-ERS). 2007. Agricultural Resource Management Survey (ARMS). Available online: https://www.ers.usda.gov/data-products/arms-farm-financial-and-crop-production-practices/ [Last accessed July 31, 2024]

U.S. Federal Reserve Bank of St. Louis. Implicit Price Deflator (base year 2017). Available online: https://fred.stlouisfed.org/series/GDPDEF [Last accessed March 21, 2025]

Wilcox, S.W., D.R. Just, C.-Y.C. Lin Lawell, M.I. Gómez, and H. Grab. 2026a. “A Dynamic Model of Farmer Pollination Resource Decision-Making.” Working paper. Utah State University, Cornell University, and Penn State University.

Wilcox, S.W., D.R. Just, C.-Y.C. Lin Lawell, M.I. Gómez, and H. Grab. 2026b. “To (Rent) Bees or Not to (Rent) Bees? An Examination of the Farmer’s Question.” Working paper. Utah State University, Cornell University, and Penn State University.

Wilcox, S.W., D.R. Just, C.-Y.C. Lin Lawell, M.I. Gómez, H. Grab, and D. Adeline Yeh. 2026c. “Pollination, Production, and Profits.” Working paper. Utah State University, Cornell University, and Penn State University.

About the Authors: Corresponding Author: Steven W. Wilcox (steven.wilcox@usu.edu) is an Assistant Professor with the Department of Applied Economics at Utah State University. David R. Just (drj3@cornell.edu) is the Susan Eckert Lynch Professor in Science and Business at Cornell University. Heather Grab (hlc30@psu.edu) is an Assistant Professor with the Department of Entomology at Penn State University. C.-Y. Cynthia Lin Lawell (clinlawell@cornell.edu) is an Associate Professor with the Charles H. Dyson School of Applied Economics and Management at Cornell University. D. Adeline Yeh (adeline.yeh@usda.gov) is a Research Agricultural Economist with the Economic Research Service at the U.S. Department of Agriculture (USDA). Sage Wootan (sage.wootan@agwestfc.com) is an Appraiser with AgWest Farm Credit. Acknowledgments: We gratefully acknowledge financial support from three awards from the Cornell Atkinson Center for Sustainability: A Sustainable Biodiversity Award, an Atkinson Venture Fund (AVF) Grant, and an AVF-Engaged Cornell grant for undergraduate involvement. We are indebted to Know Your Roots LLC, Mike Biltonen, and Debbie Biltonen for implementing our 2022 Northeast Apple Growers Survey, and to the 22 apple growers who provided detailed responses. We thank Craig Khalke with Cornell Cooperative Extension and the Lake Ontario Fruit Program for assistance and very helpful details on apple production in the Northeast. We also appreciate comments from a number of apple growers and consultants in the Northeast, including Debbie Biltonen and Mike Biltonen of Know Your Roots LLC, and Ian Merwin. Carrie Jones at USDA-ERS and Donnie Fike at USDA-NASS kindly assisted us with many aspects of the USDA-ARMS data. Anna Espinoza, Adeline Sutton, Jacob Llodra, and Katie Warner provided excellent research assistance. We thank Brian Adam, Miguel Gómez, Todd Gerarden, Ivan Rudik, Bryan Danforth, Maria Van Dyke, Mia Park, Chris Barrett, Kathy Baylis, and Jo Albers for helpful comments; and we thank seminar and conference participants at Cornell University, the Food Studies International Conference, the Association of Environmental and Resource Economists (AERE) Summer Conference, and the Agricultural and Applied Economics Association (AAEA) Annual Meeting. Wilcox is a Faculty Affiliate of the USU Ecology Center, and Just and Lin Lawell are Faculty Fellows at the Cornell Atkinson Center for Sustainability. The findings and conclusions in this study are those of the authors and should not be construed to represent any official USDA or U.S. Government determination or policy. The research was supported in part by the U.S. Department of Agriculture, Economic Research Service. All errors are our own.