Wild Mountain reindeer Rangifer tarandus tarandus winter foraging: snow-free areas a key resource for feeding

In a landscape with patchily distributed forage resources, an animal’s distribution may reflect the distribution of the resources if the population is forage-limited in time or space. This may be particularly explicit in climatically extreme and seasonally variable environments, notably alpine and polar environments during winter. Sustainable management considers the amount of available alpine ground lichen in winter as a predictor of carrying capacity for the last remaining populations of wild European Mountain reindeer Rangifer tarandus tarandus in alpine environments in South Norway. Ground lichen growth is constrained to elevated, wind-blown, snow-free ridges. However, wild Mountain reindeer also persist in areas providing little lichen resources. Our alternative functional hypothesis is that the critical resource is the amount of snow-free feeding areas during winter, which provide direct access to forage, likely to be energy-profitable regardless of the type of vegetation. We sampled animal-borne videos from wild Mountain reindeer during maximum accumulation of snow in late winter/spring, in three contrasting areas providing variable amounts of ground lichen and alternative vegetation resources. Direct observations of reindeer foraging via videos document an active selection and strong preference for feeding on snow-free patches, regardless of type of vegetation. Active ‘cratering’ in snow was not observed. In contrast, walking behaviours occurred much more frequently across snow-covered areas. Remote sensing data and analyses corroborated these observations. In the sustainable management of wild Mountain reindeer amounts of vegetated snow-free areas is an important functional predictor of winter carrying capacity.


Introduction
Animals living in fluctuating and extreme, changing environments may adapt via plasticity to cope with environmental variability (West-Eberhard 2003;Higginson et al. 2012;Boutin and Lane 2014) or genetically by counter-gradient evolution (Quinby et al. 2020).Behavioural plasticity is important for an organism's potential to adapt in rapidly changing environments (Snell-Rood 2013;Groothuis and Taborsky 2015).Behavioural choices of individual animals influence their growth, survival and reproduction, and therefore the ecology of populations (Sutherland 1996;Clark and Mangel 2000;DeAngelis 2018).Available foraging resources in space and time and corresponding animal foraging behaviours, determine forage intake and cost, i.e., net energy gain.Optimal foraging theory posits that foraging behaviours optimize net energy gain (MacArthur and Pianka 1966;Pyke 1984;Perry and Pianka 1997).Therefore, distribution of an organism between resource sites may be expected to match the distribution of the resources (Ideal Free Distribution model) (Fretwell and Lucas 1970;Sutherland 1983;Křivan et al. 2008).This pattern may, however, be modified by organism discrimination constraints, competitive interactions, competitive asymmetries, and travel between sites (Abrahams 1986;Kennedy and Gray 1993;Calsbeek and Sinervo 2002), or simply haphazard choices.
Northern ecosystems are variable environments in space and time, typically providing patchy and sometimes lush foraging habitats in the summer growth season, whereas the long winter is often the critical 'season of discontent'.Animal populations may be limited by available forage resources, for example in ungulates, with mortality often aggravated by predation (e.g., Saether and Andersen 1990;Patterson and Power 2002;Beschta et al. 2014).The coldadapted northern reindeer Rangifer tarandus is the most widely distributed mammalian herbivore in the extreme high-latitude alpine and sub-polar environments (Pruitt 1959;Skogland 1983Skogland , 1984)).The usually low production and patchy distribution of high quality vegetation resources in these ecosystems, dictates the typical foraging strategies exhibited by reindeer; they graze extensively and are almost constantly in motion, with some of the longest ungulate migrations known (Johnson et al. 2001;Falldorf et al. 2014;Joly et al. 2019).During winter, foraging resources are even more patchy and limited, depending on snow and ice cover.For the last remaining wild Mountain reindeer Rangifer tarandus tarandus in Western Europe, living in South Norway, availability of food resources in winter, notably lichen, is considered the factor limiting reindeer populations (Gaare andSkogland 1975, 1980;Skogland 1984).Therefore, as established in the current environmental quality standard for wild reindeer (Kjørstad et al. 2017) populations in Norway are (apart from their status, habitat, and amount of human disturbance) managed primarily by available lichen resources.This may, however, be a question of availability rather than necessity.As noted by Bergerud (1996): 'The hypothesis that winter lichen supplies determine abundance and set the carrying capacity is rejected.Lichens are not necessary food for caribou.'Indeed, wild reindeer also persist in areas in Norway which provide limited lichen coverage (Kastdalen 2011), but where snow-free areas with other types of vegetation are accessible, for example on south-west facing, sun-exposed steep slopes.
In alpine and sub-polar environments, vegetation patterns integrate snow conditions across space and time, reflecting the 'normal' snow situation (Dahl 1956;Hesjedal 1975;Odland and Munkejord 2008).This normal situation largely depends on prevailing wind directions, blowing snow away from exposed areas into terrain leesides.Thus, annual snow distribution patterns, including snow-free or low snow-depth patches, tend to be relatively stable (Sturm and Wagner 2010).Snow cover is, in addition to temperature (which is also affected by snow cover), the main physical factor forming plant communities in alpine areas, as it decouples alpine plant life from atmospheric conditions (Körner and Hiltbrunner 2021).The slow-growing ground lichens are favoured on snow-free or low snow-depth low-alpine landscape patches (Dahl 1956;Gjaerevoll 1956).It is their physiological adaptation, such as an extremely high frost tolerance while still maintaining photosynthetic capacity (Dahl 1954;Kappen and Lange 1972), which allows lichens even to dominate within those areas where rigorous environmental conditions weaken the competition by vascular plants (Lechowicz and Adams 1974).As such, ground lichens prevail within exposed, wind-blown and, thus, snow-free habitats, which are-due to the lack of an insulating snow cover-characterized by an extended period of deeply frozen soil (Odland and Munkejord 2008;Odland et al. 2018;Löffler and Pape 2020).
However, we propose it may not be lichen resources per se that are crucial for population winter carrying capacity in wild Mountain reindeer, but rather the availability of more or less snow-free areas providing easily accessible forage.Indeed, it is a common plant adaptation in alpine regions to store nutrients and organic materials closer to the growing points above ground, e.g., to keep (dead) leaves during winter for insulation, or to preform (flowering) buds already during late summer and autumn for earlier sprout and flowering in spring the next year (Wielgolaski and Goodall 1997).As such, snow-free habitats, irrespective of their lichen cover, likely provide energy-efficient foraging habitats.This hypothesis was indirectly supported by remote sensing data (Romtveit et al. 2021), suggesting that wild Mountain reindeer were located on or close to snowfree patches much more frequently than expected from a 'random walk'.Therefore, we predict direct observations of reindeer foraging behaviours will document that Mountain reindeer preferably feed on snow-free patches, and primarily walk when on snow.Unfortunately, systematic and extensive direct field observations are impractical to implement.An alternative for direct observations is to fit wild reindeer with video cameras (Newmaster et al. 2013;Thompson et al. 2015).Here we use direct observations from animal-borne remote videos across extended time in late winter with maximum snow accumulation (March-April) and across three areas with contrasting amounts of lichen resources, to test the hypotheses that (1) wild Mountain reindeer primarily forage on snow-free patches during winter, regardless of available vegetation, and (2) primarily move across snow.

Materials and methods
In a case-series and use-versus-available study design (Manly et al. 2002), the two main types of behaviour, feeding and walking, were associated with percentage (10% increments) of snow cover/snow-free patches, as estimated by direct observation from video recordings, representative of visually based foraging during day/twilight hours.At night, resting behaviours are prevalent (Collins and Smith 1989).

Videos and behavioural data
Video data amounted to 2076 scenes (separate video recordings) with different behaviours (number of times exhibited within a scene), from five reindeer individuals across three separate reindeer areas with contrasting vegetation (Hardangervidda, Setesdal-Austhei, Nordfjella), and during an extended time period in late winter/spring (Fig. 1, Tables 1,  2).In Scandinavian mountains, snow cover is typically most extensive in late April (Kohler et al. 2006;Lawrence and Slater 2010).Snow cover (thickness and duration) and snow melt may vary across years, but snow-free areas tend to be similar across winters for topographic and wind reasons (Kohler et al. 2006;Odland et al. 2018), and the corresponding snow melt patterns remain remarkably consistent among microsites (Gjaerevoll 1956;Billings and Bliss 1959).Modelling of snow cover based on remote sensing data (Romtveit et al. 2021), indicated snow melt starting to accelerate during the last week of May in all three areas and in both study years (2012,2017).
Of the studied areas, Hardangervidda generally has considerably more lichen resources than especially Setesdal Austhei (Table 1) (Kastdalen 2011;Falldorf et al. 2014;Odland et al. 2014).The Hardangervidda lichen resources  1), particularly in the more continental eastern parts, and with more resources in areas disturbed by human infrastructure and therefore less used by wild reindeer.In Setesdal Austhei lichen height and volume was low in all areas studied (Table 1).
The videos used here, are from two female reindeer each on Hardangervidda and Setesdal Austhei (Fig. 1, Table 2), fitted with collared video cameras type Vectronic GPS Plus with a Müvi camera unit (https:// www.yumpu.com/ en/ docum ent/ view/ 51368 10/ gps-plus-collar-manag er-vectr onic-aeros pace -gmbh) during the late winter/spring periods April-May 2012, and one female reindeer in Nordfjella in 2017 (permits from the Norwegian Food Safety Authority FOTS: ID 15116, license # 19/20935) (for details see Strand et al. 2006Strand et al. , 2011Strand et al. , 2015)).Females tend to be more representative of the herd and population demography (Strand 2009;Strand et al. 2015).Case individuals were limited by logistics (access, tagging time window, economy).Using a helicopter, groups of reindeer were identified, and a random female was immobilized with a mix of medetomidine (12 mg) and ketamine (120 mg) in 3 ml arrows fired from a Danarms℗ CO 2 -air rifle into the animal's thigh.Blood, hair, and tissue samples were collected before the drop-off collar with video, radio and GPS units was fitted.Temperature, pulse, respiration, and blood O 2 were monitored during the operation.Constriction was avoided by fitting collars with four finger-widths (male hands) of slack and the presence of a cotton weak zone.
Based on the video recordings, and previous studies (Gaare et al. 1975;Thomson 1978;Collins and Smith 1989;Mårell 2006), reindeer behaviours were classified into 42 different behavioural categories, of which 30 were observed in the present study (Fig. 2).Duration of each type of behaviour was measured.The 2076 different scenes with visible and audible behaviours amounted to 19 h and 41 min of video material (Table 2).The two dominant behaviours were active feeding (class 11, also considering class 10 Digging/cratering) and walking (combined class 7 Walking-locally, and class 8 Walking-directed) and are both relevant to the present study.Visible snow cover per classified behaviour was estimated (consistently by the same person) from the video shot with the largest local area perspective relevant the classified behaviour, and in 10% increments.Because data tended to be bimodal (either near no snow or near complete snow cover), we also included a 5% and a 95% category.For logistic and local project reasons, preset recording frequency and duration varied between individuals (Table 2), but was mainly 3 min, and with a maximum of 22 scenes in one 3-minrecording.There were, however, some much longer recordings in Setesdal Austhei.To better balance data by individuals, behavioural data from the longer recordings were truncated at 22 'scenes' of 3 min before analyses (Table 2).

Resource selection and remote sensing data
Remote sensing data and analyses were used to estimate snow cover and available feeding resources within the areas used by the individual reindeer (used area estimated as Maximum Convex Polygon (MCP) from GPS positions) (Table 3).Snow cover (%) was estimated from cloud-free Sentinel-2 scenes.For the study areas Hardangervidda and Setesdal Austhei, with GPS data from 2012, Sentinel-2 scenes were selected from years where snow depths followed the same pattern as in 2012 measured from the daily snow-depth estimates of the Norwegian Water Resources and Energy Directorate (NVE) snow model in 1 km grid (Saloranta 2012).For the area Nordfjella, with GPS data from 2017, Sentinel-2 data from the same year were used.
For April the estimates of snow cover were derived from the same reference median date, since snow conditions were relatively stable with snow melt starting in late April according to the NVE data.For May, snow cover were estimated from scenes centered on three time periods: 1-15, 16-25 and after 25th.The snow cover estimates, with a 20 × 20 m resolution, (Table 3), were derived from a local snow-cover model based on independent data from World-View 2 and 3 with acquisitions in April and May (30 and 40 cm pixel size, 4 subscenes of 25 km 2 sampling within Hardangervidda).The local model was developed following the approach in Gascoin et al. (2020).
Cover of green vegetation (%), lichen coverage (%), and barren ground (%) (Table 3) were estimated earlier from a Landsat 5 scene (Kastdalen 2011).The Normalized Difference Vegetation Index (NDVI) is an indicator of vegetation greenness which was used to indicate general differences in vegetation cover across the three areas (Table 3).NDVI was estimated with Google Earth Engine (Gorelick et al. 2017) as the magnitude of a five year harmonic model using Sentinel-2 images (Derwin et al. 2020).Remote sensing data were also used to explore resource selection patterns and compare with direct video observations of feeding and walking behaviours.Because distances between resources were relatively short, we used Step Selection Analysis (SSA) (Thurfjell et al. 2014;Fieberg et al. 2021).It compares environmental attributes of observed steps (the linear segment between two consecutive observations of position) with alternative random steps taken from the same starting point.For each GPS position observed, we modelled resource availability by randomly choosing step angle from a von Mises distribution and step length from a gamma-distribution (Signer et al. 2019).The estimated resource availability was then compared with the next GPS position used by the reindeer (the selected spot), and analysed with a used:available relation of 1:15 (Avgar et al. 2016).All points on water and outside the MCP, neither used by reindeer, were removed.Data were centered and standardized (Schielzeth 2010) (Therneau and Grambsch 2000), where each used GPS point and associated availability points constituted a stratum in the model formula.The environmental variables used to explore potentially influencing reindeer movement to snow-free areas, were (Table 4): snow cover (%), slope (10 m grid), relative topographic position, i.e., elevation of GPS position relative to mean elevation within a small 50 m radius landscape and a larger 500 m radius (10 m grid) (Lindsay 2014;Newman et al. 2018), number of days to peak phenology estimated from the phase component of the harmonic model, as a proxy for early development of vegetation in snow-free areas, magnitude of NDVI, and solar radiation from the period March 15th to May 15th.In addition, the behavioural variable step length, the distance between each GPS position (log meters), was included in the model.The individual variance inflation factors (VIF's) were all less than 1.7.

Behaviours
Across the in total 2076 scenes from direct observations, the two dominant behaviours were feeding (30% of all recorded behaviours, 47% of time) and walking (32 and 17%) (Fig. 2).
Local walking constituted 21% of recorded behaviours, but only 8% of time, and directed walking only 11% of recorded behaviours, and 9% of recorded time.Observations of direct feeding constituted virtually all feeding time, whereas digging/cratering associated with feeding was barely observed, less than 1% of the time (2 min 31 s).Moreover, digging was almost exclusively associated with 'edge'-digging, i.e., into the snow edges of snow-free patches.None of the video borne female reindeer exhibited 'classic' cratering in snowcovered areas.The closest was one scene where the reindeer used their muzzle to shovel off new snow from raised rocks to feed on the underlying rock surface lichen (Hardangervidda, ID 33, scene 51, May 4, 2012).
Neither feeding, nor walking was a 'random walk' relative to snow conditions (Fig. 3) (χ 2 homogeneity test, χ 2 12 = 1677.1 and χ 2 11 3063.7,P < 0.0001).There was a strong association between feeding behaviours and no or low snow cover, and a corresponding, but opposite association between walking and high snow cover (χ 2 association test, χ 2 4 = 276.41,P < 0.0001).The reindeer chose to walk to bare patches, rather than to dig in snowy patches.Video feeding scenes were almost exclusively associated with no or little snow cover, with 79% of the scenes with no or snow cover less than or equal to 5% (Fig. 3  typically associated with very high or complete snow cover (Fig. 3, bottom).However, the strong association between feeding and snow-free patches, also implied that at substantial number of walking scenes were associated with snowfree areas (33.5% with less than or equal to 5% snow cover, Fig. 3, bottom).A typical pattern from the longer videos in the Setesdal Austhei area, was alternating scenes of feeding on snow-free patches, then walking across snow to feed on the next snow-free patch.For example, one of the longest continuous scenes of alternating feeding and walking (ID 50 in Setesdal Austhei, Table 2) lasted 19 min 51 s, with feeding exclusively on snow-free (less than 5%) patches (18 scenes, 13 min 53 s), and walking across snow (more than 95%) to the next patch (18 scenes, 5 min 24 s).The only interruptions were three short scenes of 'standing' (i.e., to listen/watch out; 3 scenes, 34 s) (Fig. 4).Across wild reindeer areas, the relative frequencies of feeding and walking behaviours were virtually identical in the Hardangervidda and Setesdal Austhei areas (79 and 119 resp.486 and 492 scenes) (Fig. 5).The reindeer in Nordfjella, however, exhibited a lower frequency of walking (51 feeding and 23 walking scenes).Based upon the elevation derived from GPS positions, individuals utilized the area from the sub-alpine birch forest and upwards, well into the mid-alpine belt.Due to the general decrease of the elevational vegetation belts towards the coast, this corresponds to 895-1641 (mean 1384) meters above sea level for Nordfjella, 936-1545 (mean 1280) meters above sea level for Hardangervidda, and 655-1356 (mean 929) meters above sea level for Setesdal Austhei.Remote sensing data indicated high snow cover in all three areas (Table 3) until mid-May, thereafter, snow melt progressed rapidly, and depending on elevation (Table 3).These results also indicate substantial differences in availability of green vegetation, both in summer and winter, and in lichen coverage within the areas utilized by the studied reindeer.Especially Setesdal Austhei provides considerably more green vegetation and less lichen, almost absent, compared to Hardangervidda (Table 3).

Resource selection
Analyses of resource selection based on remote sensing data corroborated the behavioural data analyses from video scenes, indicating a preference for feeding on elevated patches with little snow cover (Table 4), but also reflected differences among areas, and individual variation, which tends to weaken potential patterns across areas, e.g., step length.However, step length was less than expected in Setesdal Austhei in May (Table 4), possibly reflecting the rapidly increasing amount of snow-free patches particularly in that area in May (Table 3).All reindeer consistently avoided areas with snow, except one individual in Setesdal Austhei, which also moved less than the other individuals (Table 4).
Reindeer also consistently avoided (steeply) sloping areas, and were rarely observed in locations with slopes exceeding 30° (Slope in Table 4).Tagged reindeer were almost never tracked in areas with more than 30° slope.Within these local and relatively small-hilly landscapes, the reindeer preferred to be on the ridges (Topo50m in Table 4), and this preference for elevated, and presumably less snow-covered areas, was seen also on a larger 500 m landscape scale in April  4).This tendency was, however, weakest in Setesdal Austhei and as spring progressed, as they tended to use more the gentle south-west facing slopes with higher solar radiation and earlier developed vegetation (Day-Pheno in Table 4).The magnitude of the NDVI appeared to be more important in the high-elevation Nordfjella area with its more extensive barren areas.Solar radiation was important in April but weakened as snow melt progressed in May.
For one reindeer in Setesdal Austhei and one in Hardangervidda, the importance of solar radiation combined with early developed vegetation, suggest they were foraging more in the hillsides.

Discussion
Direct observations via animal-borne videos document that wild Mountain reindeer, when having a choice, exhibit a strong preference for snow-free habitat patches in winter, at least during maximum snow accumulations and start of snow melt in late winter/spring, i.e., April-May.To the extent that reindeer were observed digging, this only occurred along the edges of snow-free patches.Digging in snow-covered areas, i.e., cratering, was not observed.Cratering comes at an energetic cost (Fancy and White 1985) which may be avoided in alpine areas which alternatively provide snow-free foraging habitat.Also considering the high energetic efficiency of locomotion in wild reindeer (Fancy and White 1987), but clearly depending on snow conditions, the consistent selection of snow-free feeding patches appears to be a behavioural adaptation to the alpine environments providing such snowfree habitats.The benefit of this optimal foraging strategy will, however, likely depend on the amount and spatial distribution of snow cover and such snow-free patches.Reports of cratering are, to our knowledge, primarily from areas with more continuous and loose snow cover.The cratering alternative depends on snow conditions (LaPerriere and Lent 1977;Skogland 1978;Fancy and White 1985), to reach plant cover.Reindeer try to reduce energetic cost when digging for food in winter by avoiding areas with deep or hard snow (Skogland 1984).Cratering also has a limited potential net energy gain considering the small vegetation area uncovered, again depending on snow conditions (LaPerriere and Lent 1977;Helle 1984;Kumpula et al. 2004).Snow-free patches likely offer larger and easily available forage.Previous studies of reindeer have also noted a preference for elevated ridge areas and the correlated ground lichen forage in winter/spring (e.g., White and Trudell 1980;Swanson and Barker 1992;Gaare 1997;Mårell and Edenius 2006;Pape and Löffler 2015).
Although the number of tagged individuals was limited by logistics, we note that results were consistent with predictions-across individuals, albeit with some individual variation, across stratified contrasting areas, and across time.Moreover, in the videos many more reindeer, not included in the analyses, showed the preference for snow-free foraging areas (Fig. 5).Our direct observational data are from the late winter/early spring period.This period may be particularly important for evaluating carrying capacities based on lichen resources (Skogland 1985;Gates et al. 1986;Nellemann 1996).It exhibits maximum snow accumulation and starting snow-melt, a period also typically providing more dense and packed snow (Tucker et al. 1991).This will favour easy reindeer locomotion, but not cratering behaviours.If we had observations from early winter with less and more loose snow cover, we may have observed more cratering.
Based on our direct observation results, we argue that amount and spatial distribution of snow-free (and low snowdepth) patches is an important functionally-based predictor of winter carrying capacity for wild Mountain reindeer, because it directly reflects forage availability at low energetic cost.That does not mean that reindeer would be unable to graze without such patches, e.g., when compared to reindeer who do crater throughout winter, e.g., in semi-domesticated reindeer in lowland areas (Kumpula et al. 2004).But that would come at an energetic and population carrying capacity cost, e.g., in mountains with deeper and more packed snow.Lichen resources generally considered the favoured and critically important reindeer winter forage (reviewed in e.g., Bergerud 1996;Heggberget et al. 2002;Joly et al.  ) and is the key indicator of winter carrying capacity in the sustainable management of wild Mountain reindeer in Norway (Kjørstad et al. 2017;Rolandsen et al. 2022).We suggest this is a correlation, rather than a direct cause-andeffect.As indicated by Bergerud (1996), lichens are not a necessary food for reindeer, and winter lichens supplies do not necessarily set the carrying capacity for reindeer, if alternative forage is available.It is well documented that reindeer populations may be sustained also in areas not providing lichens (Leader-Williams et al. 1981;Bergerud 1996;Heggberget et al. 2002;Hansen et al. 2009).Wild reindeer may eat a mixture of lichens, mosses and vascular plants such as shrubs and graminoids also in winter (Skogland 1984;Mathiesen et al. 2000;Heggberget et al. 2002;Storeheier et al. 2002), but depending on availability (e.g.Johnson et al. 2001;Bremset Hansen et al. 2009).We suggest forage availability may be best predicted via amounts of vegetated snow-free patches in alpine areas, and not restricted to lichen resources only.Snow-free patches also have the considerable benefit of being estimable via remote sensing data (Romtveit et al. 2021).
Snow cover (thickness and duration) is considered the most important ecological factor in alpine areas, affecting soil temperature and moisture, and duration of the growing season, which in turn control plant distribution in the alpine environment (Burns et al. 1982;Williams et al. 1998).The distribution of ground lichen in alpine areas correlates strongly with availability of snow-free habitats, i.e. typically exposed, wind-blown patches on elevated ridges experiencing an extended period of (severe) frost within the soil (Odland and Munkejord 2008;Odland et al. 2018;Löffler and Pape 2020).In the one area studied here (Setesdal Austhei), lichen forage resources may be limited, suggesting low winter carrying capacity.However, the area still provides snow-free habitats, mostly exposed tops and south-west facing, sun-exposed steep slopes, dominated by vascular plants (e.g., Betula nana, Empetrum nigrum, Vaccinium vitis-idaea, Juncus trifidus, Carex bigelowii), which are grazed by reindeer.This may also provide for a more optimal winter diet for reindeer.
A high correlation between lichen and snow-free patches ensures that a focus on lichen as key winter forage resources will work well much of the time.But it will be inherently biased, in alpine and polar areas, underestimating the importance of snow-free patches providing alternative forage.We propose such patches may be of particular benefit to reindeer in winter.Lichens are rich in carbohydrates, but low in nitrogen and minerals (Nieminen and Heiskari 1989;Storeheier et al. 2002).Reindeer have several physiological adaptations to a low-protein and low-mineral winter diet (McEwan and Whitehead 1970;Hyvärinen et al. 1977;Staaland et al. 1986), when feeding on lichen.Nevertheless, reindeer must take nitrogen and minerals from their body reserves to digest lichen, and lose body mass (Finstad and Kielland 2011), maybe as much as 6.3 g body protein per 1000 g dry lichen (Jacobsen and Skjenneberg 1975).Rognmo et al. (1983) observed higher neonatal calf mortality in captive female reindeer fed lichen only, but ad libitum, in late pregnancy (28% vs. 7% in control).In a functional response, reindeer recycle the lighter nitrogen in the waste product urea and use it in place of dietary protein, and reindeer more depleted in nitrogen reserves may compensate by increasing consumption of high-protein green buds and catkins during late winter/spring (Finstad and Kielland 2011).On an anecdotal basis, Eastern Russian Chukchi reindeer herders working in Alaska, well aware of reindeer's strong preference for human urine (urea), would openly urinate as an efficient measure to collect the herd (from Jackson's diary, in Andersen 2011).In an adaptive context, it may therefore seem a bit puzzling that reindeer appear to favour the carbohydrate-rich lichen (Danell et al. 1994;Heggberget et al. 2002;Vistnes and Nellemann 2008;Hansen et al. 2010), suggesting that factors other than nutrition influence diet choice, e.g., palatability.A non-optimal diet, especially with respect to proteins, has also been reported for the snow-free season for woodland caribou, based on animal-borne video recordings (Thompson et al. 2015).In contrast to lichens, new growth of vascular plants like graminoids, dwarf shrubs, and Betula sp. have high levels of crude protein and minerals (Storeheier et al. 2003;Ophof et al. 2013), and as an adaptation to the extremely short growing season in alpine and polar regions, it is more economic for plants to store more nutrients and organic materials (in protected buds) closer to the growing points above ground, often as green leaves during winter (Wielgolaski and Goodall 1997), providing accessible winter forage.More vascular plants forage would therefore be of great benefit to reindeer particularly during winter, providing a better nutritionally-balanced diet (Heggberget et al. 2002).Warenberg (1982) found that many plants growing in snowpoor habitats, may have green buds in winter.The preformation of leaf and flower buds in the previous season (i.e., autumn), which then provide fodder resources for reindeer, is a common feature of alpine plants to adapt to the short growing season (Körner 2021).
A potential limitation of our study could be that other herd members (e.g., large males breaking trail at the front of the herd) had cratered to create some small no/low snow patches prior to the arrival of the tagged females with camera.We consider this unlikely.It was never observed, and any cratering animals would have been in front of the tagged females.Also, cratered patches would have been small, which the observed patches were generally not, as illustrated by the photos in Fig. 5.
In conclusion, direct observations via animal-borne video indicate that snow-free and low snow-depth forage patches are strongly selected by wild Mountain reindeer in late winter/spring.Such patches are often dominated by ground lichen, apparently preferred by reindeer, but snowfree patches may also be dominated by vascular plants.They may be particularly important in the reindeer winter diet, contributing protein and minerals.Amount of lichen, traditionally considered important for winter carrying capacity in alpine reindeer areas, tend to correlate with amount of snowfree forage patches, and may therefore in part substitute as a predictor of winter carrying capacity.However, it will be biased, underestimating the importance of other forage resources, when available on snow-free patches.Therefore, amounts of vegetated snow-free patches, e.g., as indicated by a relatively high NDVI index, likely will be a better predictor of winter carrying capacity of wild Mountain reindeer areas, a key consideration in sustainable management.

Fig. 3 Fig. 4
Fig. 3 Snow.Frequency of feeding relative to snow cover (a) and of walking relative to snow cover (b)

Table 4
Resources.Conditional regression coefficients (significant in bold, P-value in parenthesis) for resource selection models for five wild Mountain reindeer Rangifer tarandus tarandus individuals in three different areas in April and May a Days from January 1st to the peak in phenology b The Magnitude of the harmonic model's sinus curve for NDVI