1. Introduction
Many United States (US) and international protected areas (PAs) have legislative mandates to provide for their “use and enjoyment” by the public while preserving their natural conditions “unimpaired” for the enjoyment of future generations. Tension and conflict exist between these competing objectives, with articles in the popular media questioning if US parks and wilderness are being “loved to death.” PA managers frequently must strive to achieve an appropriate balance between these legal mandates as they strive to manage visitor use to provide access and support high quality visitor experiences while avoiding or minimizing associated negative resource and social impacts.
In the US, professional planners from six federal agencies formed an Interagency Visitor Use Management Council to develop a comprehensive yet efficient Visitor Use Management (VUM) framework incorporating planning, decision-making, and adaptive management to maintain an acceptable and defensible balance between the dual recreation provision and resource protection objectives [
1]. The VUM framework references a PA’s purpose, legislative, and agency guidance to prescribe desired resource and social conditions, recreation opportunities, and visitor experiences. Indicators reflective of these management objectives and desired conditions are selected, and thresholds (standards) are identified to clarify the point at which conditions cross the threshold of acceptability. A permanent program of monitoring periodically assesses indicator conditions to alert managers if and where unacceptable conditions occur, triggering an evaluative adaptive management process to (1) identify the most effective corrective actions, (2) implement, and (3) evaluate, learn from, and apply additional actions if necessary to maintain the desired conditions in perpetuity [
1,
2].
Agencies that manage recreation lands have long recognized the need for developing recreation infrastructure components such as trails or day-use and overnight facilities to accommodate safe, low-impact visitation [
3]. These facilities are developed to concentrate visitor activities and traffic on hardened surfaces, while protecting natural conditions in the surrounding terrain. As part of a visitor impact
Containment strategy, managers generally have substantial control over the sustainable location and development of these facilities and the ability to employ designs, education, and regulation to attract and/or restrict visitor use to minimize both the “footprint” and severity of visitor impact [
2]. For example, in US backcountry and wilderness settings nearly all managers have opted to purposefully design, construct, and maintain formal trail systems. In contrast, many have allowed visitors to select and create their own campsites in locations of their choosing [
4]. Generally referred to as
Dispersed camping, this strategy maximizes visitor freedom in these more remote areas, yet recreation ecology monitoring and research studies have consistently documented significant and substantial resource and social impacts when this strategy is employed at moderate to high levels of camping [
5,
6,
7,
8,
9]. Visitors commonly select unsustainable camping locations in large flat areas where campsite expansion and proliferation problems manifest at higher use levels, frequently causing substantial and unacceptable levels of resource degradation and visitor crowding.
The implications of these recreation ecology studies are that PA managers can more substantially limit the aggregate extent and severity of camping impact and visitor crowding/conflict problems by adopting a containment strategy in moderate to high use areas. Like the management of trail systems, this requires managers to carefully select and develop a limited infrastructure of sustainable appropriately located campsites. Our study objectives were to develop an efficient standardized process by which PA managers can evaluate the efficacy of their camping management policies, based on minimizing campsite numbers and sizes and improving the selection and use of preferred sustainable campsites that minimize resource and social impacts. This process involves four steps: (1) a campsite survey to document campsite numbers, locations, resource conditions, and sustainability attributes, (2) a survey of campsite occupancy rates for a small sample of typical high use nights to document camping demand, (3) identification of a preferred set of sustainable appropriately located campsites, and (4) implementation or improvement of science-based camping containment or pure dispersal policies, with campsite closure and restoration of unnecessary/non-sustainable campsites. This process is illustrated through a study of the two most heavily used lake basins in the US Forest Service (USFS) Desolation Wilderness, Eldorado National Forest, located in northeastern California just west of Lake Tahoe.
3. Study Area
The study area was named the Desolation Valley Primitive Area in 1931 and designated as the Desolation Wilderness in 1969, a 258.8 km2 wilderness area located in northeastern California. It’s location bordering Lake Tahoe and just 300 km east of San Francisco make it accessible to over 120,000 visitors/year. The area is managed by the USFS Eldorado National Forest and Lake Tahoe Basin Management Unit. Elevation ranges from 1980 to 3043 m and comprises subalpine and alpine forest, granitic peaks, and glacially formed valleys and lakes. Primary forest species include red fir (Abies magnifica), lodgepole pine (Pinus contorta), western juniper (Juniperus occidentalis), and mountain hemlock (Tsuga mertensiana) trees. It also boasts a large variety of wildlife, including mule deer (Odocoileus hemionus) and black bears (Ursus americanus). Rainbow trout (Oncorhynchus mykiss) and brook trout (Salvelinus fontinalis) are the most common fish within its waters.
The popular PCT and Tahoe Rim Trail (TRT) pass through Desolation Wilderness for 35 km along the same alignment. Given its immense popularity as a hiking and backpacking destination with a national reputation, the USFS utilizes a permit system for overnight visitors with summertime quotas for 45 travel zones to limit and redistribute visitation. Overnight permits can be reserved online up to six months in advance for 70% of the daily quotas, with the balance available to “day-of” visitors at local USFS public contact facilities.
The Desolation Wilderness topography is diverse, with predominantly sloping mountainous terrain and sparsely forested slopes giving way to rocky and relatively barren glaciated rocky terrain with increasing elevation. Flat terrain is generally limited to approximately 130 lake basins, which attract most backpackers to camp on approximately 1180 campsites with an average size of 70 m
2 (providing an estimated aggregate area of camping impact of 82,600 m
2) [
31]. This study focuses on the two most popular lake basins within Desolation: Lake Aloha and Lake of the Woods, both are easily accessed via the combined PCT-TRT from the Echo Lake Trailhead.
3.1. Lake Aloha
Lake Aloha (LA) is the most accessible and heavily visited alpine lake basin (
Figure 1) at an elevation of 2474 m, located in the shadow of Pyramid Peak, at 3043 m, the highest peak in the wilderness. Considering its proximity to a major trailhead and the PCT and TRT running through it, Aloha is regularly accessed by Desolation Wilderness day hikers, backpackers, and long-distance backpackers. The exceptionally rocky terrain in this lake basin limits the sizes of campsites (mean size of 46 m
2), but campsite proliferation has been a chronic and significant problem, with USFS campsite monitoring surveys documenting 146 campsites and an aggregate area of campsite impact of 6680 m
2 [
31]. The USFS employs a dispersed camping strategy for this lake basin, requesting visitors to select any location for camping that is greater than 30 m from the lake (40 of 52 campsites in this study violate this voluntary guidance). Our study area was restricted to the southern half of this lake basin due to its large size and numbers of campsites (
Figure 1).
3.2. Lake of the Woods
Lake of the Woods (LW) is a smaller but highly popular lake basin (
Figure 1) located 1.5 km closer to the trailhead at an elevation of 1511 m, with terrain that is substantially less rocky and more forested. Due to its beauty, accessibility, and longtime popularity, camping (except on the west shoreline) is restricted by regulation to nine designated campsites. Both campsite expansion and illegal camping have been chronic problems in the flatter areas of this lake basin. Our monitoring survey conducted with USFS staff documented an additional 19 illegal campsites, and mean campsite size in the LW basin is 156 m
2 (3.4 times larger than LA campsites) with an aggregate area of camping impact of 4384 m
2 [
31]. A large flat peninsula on the northwest shore of the LW basin includes 58% of the aggregate area of camping disturbance in this lake basin (
Figure 1).
4. Methods
As described in the Introduction, our study objectives were to aid PA managers in evaluating and improving the efficacy of their campsite management policies based on recreation ecology science. The steps involved in this proposed VUM adaptive management evaluation process are outlined here to illustrate guidance as developed and applied to the Desolation Wilderness study areas.
4.1. Campsite Assessments
Step 1 is to conduct a census inventory and monitoring survey to document campsite numbers, locations, conditions, and attributes related to sustainability and manager and visitor preferences. Monitoring was conducted during the mid- to late-portion of the camping season to accurately characterize “typical” resource conditions and not off-season recovery or natural vegetation senescence. Investigators and USFS staff carefully searched for and surveyed all campsites within the LA and LW study areas, also consulting mapped campsites from prior monitoring surveys. Indicator protocols were those applied by the USFS combined with new campsite preference and sustainability indicators (described below). Campsites sometimes consist of several separate but proximate tenting and cooking sites so judgements were made to combine clusters that a single group would reasonably use. This common challenge explains our recommended focus on aggregate lake basin measures of camping impact rather than numbers and sizes of individual campsites, which are influenced by such arbitrary judgements.
Our survey found and assessed 52 dispersed campsites in the LA study area and 9 legal and 19 illegal campsites within the LW basin. These assessments generally required two staff approximately 15 min to apply to each campsite. We identified site boundaries by pronounced visually obvious changes in a combination of vegetation cover, vegetation height/disturbance, vegetation composition, and surface organic litter caused from trampling-intensive camping activities [
14]. Global Positioning System (GPS) center points were collected for each campsite, and their sizes were measured using the geometric figure method, whereby the dimensions of one or more geometric figures were closely matched to campsite boundaries and measured to obtain their areas [
9].
Within campsite boundaries, a percentage estimate of six cover classes (0–5%, 6–25% 26–50%, 51–75%, 76–95%, 96–100%), was recorded for live vegetation groundcover and exposed soil lacking vegetation or organic litter cover. A percentage estimate of vegetation groundcover and exposed soil was also recorded for an adjacent offsite, environmentally similar control or reference area that lacked human disturbance [
32]. Area of exposed soil was computed by multiplying the midpoint of the cover class for exposed soil by site size. Similarly, estimates of the area over which vegetation loss has occurred were computed by subtracting the midpoint values of onsite vegetation cover from offsite values and multiplying percent vegetation loss by site size.
Other campsite characteristics assessed included distance to the nearest other campsite, number of other campsites within view, distance to the nearest formal trail, site visibility from the trail, distance to water, number of obvious tenting spots, overstory tree canopy cover, and campsite expansion potential. Campsite expansion potential was the principal sustainability indicator, assessed by walking campsite boundaries and counting the number of potential 2-person tenting spots within a 9 m buffer, disregarding the presence of any herbaceous or woody vegetation and woody debris and movable rocks. This reflects permanent attributes like sloping terrain and rockiness, not woody vegetation or downed logs that visitors or a forest fire could remove. Flexibility in analyzing and applying these data is maximized by collecting counts and measures rather than categorical ratings. However, campsite functionality indicators were assessed as “+”, “ok”, or “−” and consulted during the final selection of preferred campsites, including ease of water access, scenic attractiveness, dead/hazard trees, cat-hole potential, and seating. Comprehensive indicator protocols can be found in Marion and others [
9].
All field data were efficiently input and recorded in the field using a smartphone app, with data synched and uploaded to the “cloud” for safe storage and downloaded to a Microsoft 365 Excel file for error-checking and analyses. The app directly accesses the phone’s camera to capture, check, and retake images of each campsite, and permanently links and georeferences them to each campsite data record.
4.2. Campsite Occupancy Surveys
Step 2 is to assess camping demand for high but not peak use periods for each travel zone or management unit of interest to evaluate how many campsites are needed at each lake basin. This was accomplished through late- and early-day walking surveys to observe campsite occupancy rates for a small sample of nights. In some PAs this information may be available from collected permit data. Desolation Wilderness permit data only document visitation by trailhead so it was not possible to estimate overnight visitation within travel zones or lake basins. To increase fieldwork efficiency, we integrated the campsite monitoring and occupancy surveys for both lake basins on four high use weekends (5/6, 12/13, 26/27 August, and 5/6 September 2023).
Campsite occupancy was assessed by counting the number of groups and number and size of tents on every campsite (we did not approach or speak with campsite occupants). While one holiday weekend was included in our sample the weather was poor, so it resembled the other high-use weekends. Decisions on the supply of campsites should be based on typical high use periods because peak use can be substantially higher. Accommodating peak would require many campsites used only a few nights/year, an inefficient practice that unnecessarily increases the aggregate area of resource impact.
Campsite occupancy surveys were conducted on Saturday evenings at one lake basin within 1.5 h of sunset and at the other basin the following morning within 1.5 h of sunrise. This was important to capture long-distance backpackers who often spend nearly all daylight hours hiking. While a count of occupied campsites might be acceptable, we sought to estimate total overnight visitation by assessing tents and visitor numbers as one-person tents (1 visitor), two-person tents (2 visitors), and larger tents (3.5 visitors). While some two-person tents were occupied by one person, some of the larger tents were likely occupied by four or more visitors.
4.3. Selection of Preferred Sustainable Campsites
Step 3 is to evaluate campsite monitoring and occupancy data to determine and select an optimal subset of existing sustainable campsites, or to identify if more sustainable campsites are needed. A Campsite Selection Index (CSI) was developed and employed to select a preferred set of sustainable campsites from existing campsites. This index integrates three resource and two social indicators, each with four categories rated 1 (poor) to 4 (good).
Resource indicators included Campsite expansion potential, reflecting counts of potential offsite tenting spots (≥6 = 1, 4–5 = 2, 2–3 = 3, 0–1 = 4); this indicator received a 2× weighting, reflecting the added importance of shifting camping to locations that permanently constrain site expansion and proliferation. Campsite size (m2) was included to penalize larger campsites, with categories calibrated for each lake basin due to their differing ranges in site size (LW: >200 = 1, 135–200 = 2, 70–135 = 3, <70 = 4; LA: >70 = 1, 47–70 = 2, 23–46 = 3, <23 = 4). Proximity to water (m) was included to protect water quality by favoring campsites located further from water ( ≤ 15 = 1, 15–30 = 2, 31–61 = 3, >61 = 4). The two social indicators were Distance to nearest other campsite (m): (≤30 = 1, 30–61 = 2, 61–91 = 3, >91 = 4), and Distance to nearest formal trail (m): (≤30 = 1, 30–61 = 2, 61–91 = 3, >91 = 4). Both indicators seek to redistribute camping away from other campsites and formal trails to enhance camping solitude and natural quiet. The CSI was computed by summing the scores for each indicator, with index values ranging from non-sustainable (CSI = 6) to highly sustainable (CSI = 24).
The CSI ratings provide a combined resource/social rank-ordering of all campsites for each travel zone or management unit of interest. PA managers may wish to consider other indicators, weightings, or computational procedures or the use of separate resource and social indices. Regardless, the ratings can be consulted when selecting the number of preferred campsites needed to meet estimated campsite demand or desired campsite supply. Note that there may be an insufficient number and/or distribution of existing stainable campsites, or some sustainable campsites may be undesirable because they are located too close to other sites, trails, waterbodies, or rare/sensitive flora, fauna, and cultural resources. These instances may require the use of less sustainable campsites or the construction of new highly sustainable side-hill or naturally occurring sites. Finally, a “ground-truthing” process to evaluate the acceptability of retaining each selected campsite is necessary, though campsites can be omitted or added at any time in the future.
4.4. Implementation
Step 4 is to implement improved camping containment policies, along with a program to close and restore some or all unnecessary or non-sustainable campsites. Once the appropriate number of campsites has been identified, PA managers could implement a voluntary Established Site Camping policy or a regulatory Designated Site Camping policy to promote or require their use. Campsite improvements could be made, including improvements to create desired numbers of ideal tenting spots, installation of site facilities such as anchored rock or metal fire sites (if permitted), and erosion control or hazard tree removal work. Actions to communicate and promote the new camping policies, aid visitors in finding the sustainable campsites, and low impact camping practices can also increase implementation success.
6. Discussion
Protected areas must balance resource protection with the provision of recreation visitation, which necessarily entails the development and management of supporting infrastructure. In backcountry and wilderness settings, PA managers are increasingly discovering the need for and benefits of visitor containment strategies that concentrate intensive traffic on carefully located networks of sustainable trails and campsites [
33]. Traditional dispersed camping policies have been consistently shown to lose their efficacy and viability when visitation reaches moderate levels and completely fail in popular high use settings [
4,
9,
17,
33]. In the eastern US, AT managers and volunteer stewards have been implementing a camping containment strategy based on recreation ecology studies that emphasize closing large mega-clusters of campsites in the most popular areas, generally located in flat terrain where site expansion and proliferation have long been chronic problems [
8,
13,
14]. The most successful projects have shifted both campsites and formal trails to entirely avoid flat terrain, replacing them with more sustainable naturally occurring or constructed side-hill campsites in sloping, rocky, or uneven terrain that permanently and naturally constrain site expansion and proliferation, even in the absence of education, regulations, or enforcement. The selection of preferred well-distributed campsite locations also resolves salient social problems with reduced crowding, conflicts, and noise, and impacts to sensitive locations such as shorelines and areas with rare or sensitive flora/fauna and historical/cultural resources [
34].
This study sought to provide guidance for PA managers seeking to evaluate and improve the sustainability of their camping management policies. A four-step process was developed and implemented at two high-use lake basins in the Desolation Wilderness. In Step 1, a campsite inventory and monitoring survey characterized camping supply, documenting campsite numbers, locations, conditions, and several resource protection and social problems. At LW the presence of 9 designated campsites (2863 m
2) and 19 illegal campsites (1521 m
2) suggested a failed containment strategy employing a designated site camping option (
Table 1). Analyses also revealed salient locational deficiencies that allowed excessive campsite expansion, including 10 peninsula campsites in flat terrain (mean size of 254 m
2) accounting for 2538 m
2 of camping impact compared to 18 shoreline campsites in sloping rocky terrain (mean size of 103 m
2) accounting for 1846 m
2 of impact (
Figure 1,
Table 1).
LA campsite survey data revealed rockier terrain that effectively constrained site expansion (mean size of 53 m
2) but allowed excessive campsite proliferation due to an ineffective dispersed camping strategy and very high use levels. LA visitors created excessive numbers of unnecessary campsites: 52 campsites in just the southern half of the lake basin, with an aggregate area of impact of 2745 m
2. Campsite inventory data also revealed a high potential for poor social conditions in the LA basin based on mapped campsite locations, with close distances and high intervisibility between campsites and formal trails (
Table 2,
Figure 1). A new campsite expansion potential indicator (
Table 2) clearly demonstrated its ability to distinguish between areas of high and low campsite expansion potential, a salient consideration for selecting sustainable campsites [
14].
In Step 2, efficient campsite occupancy surveys in the LW and LA basins were employed to characterize current camping demand, with all counts conducted within 1.5 h of sunset or sunrise on four high, but not peak-use, weekends. PA managers generally agree that infrastructure should be developed and managed for average high use given that peak use can reach more than double these levels. In the LW basin the occupancy survey indicated that the nine designated campsites are a “bare minimum” number, and that visitors commonly use illegal sites even when some designated sites are unoccupied. This suggests confusion among visitors and insufficient enforcement regarding current designated site camping policies. In the LA basin, campsite occupancy data document a higher level of camping demand, with means of 17 occupied campsites within the southern half of the lake basin, which had 52 visitor-created campsites.
VUM and carrying capacity decision-making involve sustaining high quality visitation by balancing camping supply and demand while minimizing resource and social impacts. These two surveys, efficiently combined in this applied case study, yielded all data needed to evaluate resource and social camping impacts, support informative analyses, and suggest and evaluate corrective management options. For example, the traditional problems of site expansion and proliferation were both revealed and quantitatively described in the LW basin, as were site proliferation and high-density camping problems in the LA basin. Specifically, LA basin occupancy data suggested that 23 of 52 campsites are needed, with 29 unnecessary campsites of “avoidable impact.” Similarly, in the LW basin only 12 of 28 campsites are needed, allowing for the closure of 16 campsites. If these campsites were closed, the aggregate area of impact in the two lake basins would decline 82%, from 7334 m2 to 1351 m2, with no reduction in visitation and expected improvements in social conditions.
Monitoring data were used in Step 3 to develop and apply a weighted CSI to identify the most sustainable subset of campsites best able to resolve resource and social impacts. In both basins the selected campsites are considerably smaller in size and located in terrain that substantially and permanently reduces the threat of campsite expansion and proliferation. In the LW basin the CSI ratings suggested that the greatest reduction in camping impacts could be obtained by closing legal and illegal campsites on the flat peninsula along the northwest shoreline. In the LA basin the CSI ratings yielded substantial improvements in social conditions, substantially increasing distance to other sites and formal trails measures (
Table 4).
We note that 63 of 80 (79%) of all campsites surveyed are less than 30 m from lakes so application of the CSI index was unable to resolve this problem. In some areas the rocky terrain and shorelines may yield little sediment in water runoff so this may be acceptable [
10]. Those campsites that do pose a threat could be omitted and replaced by creating highly sustainable naturally occurring or constructed side-hill campsites in sloping or rocky terrain set back from lakes. However, Cole [
35] describes how prohibiting shoreline camping has rarely resulted in substantial recovery of these sites while such policies contribute to campsite proliferation away from shorelines. Nevertheless, we identified numerous possible well-separated locations in a 30–60 m band from shorelines, particularly if managers employ side-hill campsites. Over 750 side-hill campsites have been developed within the AT corridor in the eastern US, including within wilderness, and a 16-year study demonstrated their efficacy in resolving both resource and social impacts [
8,
14,
23,
33,
34].
While Step 4 has not yet been considered by the USFS, we suggest some actions for alternative or improved camping policies based on this study and the recreation ecology literature. The large flat peninsula at LW (
Figure 1) could be closed by a sign placed along the main access trail where it departs northwest to the LA basin. Additional visits by volunteer or agency staff to inform and enforce the required designated site camping policy would also be beneficial. Several new side-hill campsites could be developed in sloping terrain along the eastern shoreline, set back from the lake and other campsites to address problems with crowding, conflicts, and noise [
34].
Some PA managers believe that they assume greater tort liability when containment strategies encourage or require the use of established or designated campsites due to the potential dangers of dead and hazardous trees. However, a review of this topic reveals that under the US Federal Tort Claims Act, the Discretionary Function exemption greatly reduces liability when agencies exercise discretion and make policy decisions based on such factors as research, budget realities, and agency goals and objectives [
9]. Additionally, the “duty of care” to protect visitors from such dangers is exceptionally low in backcountry and wilderness settings due to the widespread effects of wildfires, insects, and other natural events that damage or kill large numbers of trees.
In the LA basin our data suggest that the greatest reduction in camping impacts can be obtained by closing about 31 unnecessary campsites that visitors have created over time. This study suggests that converting the dispersed camping strategy to a containment strategy with established or designated site camping offers the most effective options for balancing resource protection and recreation provision objectives. As illustrated by this case study, managers could implement voluntary established site camping by selecting the most preferred sustainable subset of campsites (approximately 21 sites in the southern half of the LA basin) and encouraging visitors to use only these sites while closing and assisting the recovery of non-selected sites. Alternately, a designated site camping policy could be employed.
To increase visitor compliance with using the selected sustainable campsites, managers could: (1) use triangular paint blazes to mark campsite access trails and campsite trees or posts, (2) list their coordinates on websites and in digital files for GPS units, and (3) include their locations on paper maps and phone apps used by visitors for navigation. Phone apps provide a beneficial and effective “new tool” for facilitating visitor navigation to established or designated campsites, and could clearly differentiate the closed campsites or zones, for example, by shading 30 m setbacks from shorelines or formal trails. A large and increasing number of backpackers now use these navigational phone apps and AT stewards have been working with app makers to include or exclude specific campsites for more than a decade. While some managers have concerns about advocating technology use in wilderness it is the visitors who choose to either adopt or forgo using such devices in wilderness [
33].
Under a VUM adaptive management process, containment strategy actions such as those described above can be implemented and evaluated for their efficacy [
2]. If educational and voluntary actions are found to be ineffective then more regulatory policies like designated site camping are justified. PA managers charged with balancing the trade-offs of protecting natural resources vs. providing high-quality recreation experiences must consider the loss of visitor freedom “costs” associated with regulatory policies. As previously noted, visitor surveys indicate a clear preference for policies like designated site camping that retain their access, before the imposition of even more regulatory restraints like trailhead quotas that prevent access above a specified level [
17]. Given this finding, one questions why many US PA managers have widely applied dispersed camping policies shown to be ineffective at higher levels of use, and trailhead quotas that preclude use, in lieu of first adaptively applying containment strategies that employ established or designated site camping [
4,
6,
9,
17,
33,
35].
Limitations and Future Research
This study was designed as a case study to develop and apply guidance for PA managers to apply as part of VUM adaptive management programs. As such, no actual management actions were implemented, preventing the type of “before and after” measurements necessary to evaluate efficacy. Thus, some of our results reflect the potential estimated success of hypothetical actions. However, several longitudinal recreation ecology studies have evaluated and documented the success of implemented camping containment actions in resolving resource and social impacts [
12,
23,
32,
34].
Additional social science and recreational ecology research is needed to further clarify complex relationships and guide VUM adaptive management decision-making. In the social sciences, scientists can develop stated choice analysis surveys that compel visitors to make tradeoffs between competing management options [
36]. Such analyses can clarify divergent opinions regarding their preferences for alternative management actions. Longitudinal recreation ecology studies are challenging to fund, though agency monitoring programs are beginning to yield datasets of sufficient quality to evaluate adaptively applied VUM management strategies and actions. While experimentally designed studies are generally preferred, VUM adaptive management programs operating in PAs are also worthy of academic attention and research [
23].