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  <front>
    <journal-meta>
      <journal-title-group>
        <journal-title>Spatial Knowledge and Information Canada</journal-title>
      </journal-title-group>
    </journal-meta>
    <article-meta>
      <title-group>
        <article-title>Data Collection and Spatial Analysis for Value Assessment of First Nations Environmental Livelihoods in Northeast British Columbia</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>XIAOJING LU</string-name>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>DAVID NATCHER</string-name>
          <email>david.natcher@usask.ca</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>ABIGAEL RICE</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>ANA-MARIA BODGAN</string-name>
          <xref ref-type="aff" rid="aff4">4</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>WEIPING ZENG</string-name>
          <xref ref-type="aff" rid="aff5">5</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>THUAN HA</string-name>
          <xref ref-type="aff" rid="aff5">5</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>JUN WANG</string-name>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>MAHSA AZIZI</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>FATEMEH ZARE ABANDANKESHI</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>THUY DOAN</string-name>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>JASON DISANO</string-name>
          <xref ref-type="aff" rid="aff4">4</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>SCOTT BELL</string-name>
          <email>scott.bell@usask.ca</email>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Agricultural and Resource Economics</institution>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Computer Science University of Saskatchewan</institution>
          ,
          <country country="CA">Canada</country>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>Geography and Planning</institution>
        </aff>
        <aff id="aff3">
          <label>3</label>
          <institution>Mechanical Engineering</institution>
        </aff>
        <aff id="aff4">
          <label>4</label>
          <institution>Social Sciences Research Laboratories</institution>
        </aff>
        <aff id="aff5">
          <label>5</label>
          <institution>The Spatial Initiative</institution>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2019</year>
      </pub-date>
      <volume>7</volume>
      <issue>7</issue>
      <abstract>
        <p>Industrialization in Canada influences the environmental livelihood of First Nation (FN) peoples. We developed a spatial survey to examine the livelihoods of three FN communities located in northeast British Columbia. A wildlife harvesting geodatabase was created to assist analyses of harvesting patterns. Hotspot analysis revealed regions most frequently used by FNs for hunting close to FN communities and directional analysis indicated the direction of use. We found that sport hunting outperformed FN moose harvesting and identified the disused area of previous hunting grounds. These findings will assist the British Columbia government regarding the cultural impacts from industrial development in the northeast British Columbia.</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>
        Indigenous people have lived in British
Columbia (BC) for more than 10,000
years. They developed societies,
cultures, territories, and laws. Today,
there are 198 distinct First Nations
(FNs) in BC, each with unique traditions
and history. As population increased
over this time, the exploitation of
natural resources increased and this has
had a environmental impact on the
livelihood of indigenous peoples,
particularly those who choose a
traditional relationship with the land
        <xref ref-type="bibr" rid="ref1">(Booth &amp; Skelton, 2011)</xref>
        .
      </p>
      <p>A Regional Strategic Environmental
Assessment (RSEA) was launched in
northeastern BC in 2016. This
collaboration was among seven Treaty 8
FNs and the Province of BC. This
collaboration seeks to generate
information regarding cumulative
impacts in the Treaty 8 territory that
would be used to mitigate potentially
adverse impacts on FN rights and
environmentally-based livelihoods. In
this context, environmental livelihoods
include hunting, fishing, gathering, and
other land-based activities.
identify the locations of FN wildlife
harvesting. According to our household
survey, the impact of sport hunting on
moose caused great concern to FNs as
At the request of the RSEA Management
Committee, this project set out to collect
and organize information related to the
values and traditional land use activities
of the three FNs in Northern BC: West
Moberly First Nations (WMFN),
Saulteau First Nations (SFN), and the
McLeod Lake Indian Band (MLIB). To
achieve the research goal, a geographic
information system (GIS) was used to
develop a FN wildlife harvesting
geodatabase, analyze harvesting
patterns, and investigate the barriers
First Nation hunters experience in
accessing their traditional lands.</p>
    </sec>
    <sec id="sec-2">
      <title>2. Methods and Data</title>
      <p>A flowchart of project activities is shown
in Figure 1. We developed household
survey of wildlife harvesting and food
sharing networks. Then we digitized and
geocoded the survey data in ArcGIS to
prepare the database. Hotspot and
directional analysis were used to
moose was their main food source.
Therefore, the pressure that sport
hunting asserted on FN moose
harvesting was investigated. Last, the
RSEA disturbance database was used to
study the hunting barriers identified by
FN participants. The geodatabase and
analysis results will be released in a
publicly accessible Web GIS platform
shortly.</p>
      <sec id="sec-2-1">
        <title>2.1 Study area</title>
        <p>Figure 2 shows the study area (outlined
in red) located within the territory
covered by Treaty 8. As shown in Figure
2, the main community of SFN has a
population of 380 people and 125
households (Statistics Canada, 2016a),
is situated in northeastern BC at the east
end of Moberly Lake. The WMFN has a
population of 140 people and 40
households (Statistics Canada, 2016b)
and is located just west of the SFN. The
MLIB, has a total population of 87
people and 45 households (Canada,
2016c), is located to the south of SFN
and WMFN on Highway 97. As data
concerning the MLIB is still being
processed, we discuss only results
regarding the SFN and the WMFN.
To assess the geographical distribution
of land use and hunting efforts, the
study area was overlaid with a
contiguous 10x10 km2 grid to record
harvesting in the questionnaire.</p>
      </sec>
      <sec id="sec-2-2">
        <title>2.2 Questionnaire design and survey conduct</title>
        <p>
          The survey was divided into three
sections: Section 1 identified household
demographic information, including the
number, age, gender, and employment
of household occupants. Section 2
focused on wildlife harvesting. The
number, types, and locations of animals
and plants harvested by households
during the preceding year (according to
memories of male and female
heads-ofhouseholds) were recorded on a
modified 10x10 km2 grid over the study
area (Figure 2). Previous research has
shown the recall of FN hunters to be
detailed and accurate
          <xref ref-type="bibr" rid="ref2">(Jones,
Andriamarovololona, Hockley, Gibbons,
&amp; Milner-Gulland, 2008)</xref>
          . Section 3
identified cooperative food sharing
networks. The methods and results for
section 3 are described in Bogdan and Li
(2019).
        </p>
        <p>Various interview methods were
employed, including key informant
interviews, on-the-land interviews (also
called transect walks), and sharing
circles.</p>
        <p>Ethical considerations for this study
were addressed in accordance with
procedures outlined by the University of
Saskatchewan's Behavioural Research
Ethics Board (Beh-Reb) and approval
for this study. In addition to those
requirements, a Data Sharing and
Confidentiality Agreement was signed by
all parties contributing to this research.
This agreement makes clear that
confidential information will be
generalized to a point where the
sensitivities are eliminated (e.g.
identified spiritual sites, grave sites,
moose licks will be generalized to a
polygon that indicates cultural sites or
moose hunting area to the extent
possible) in order to make it available
solely for the implementation of project
results. No information developed
through this project will be used in a
manner that violates the confidentiality
concerns of participating community
members.</p>
      </sec>
      <sec id="sec-2-3">
        <title>2.3 Database development</title>
        <p>Excel was used to organize data in
preparation for analysis. A double data
entry method was used to ensure
accuracy. The preliminary tables of
harvest, demographic, and economic
data were then reviewed and verified by
FN research coordinators.</p>
        <p>Household harvest surveys were
geocoded using ArcGIS. As plant harvest
data is still being processed, we discuss
here only results regarding animal
harvest. Harvest animal counts were
converted to edible food weight. These
were calculated at species, household,
and community levels and mapped
accordingly to harvest locations on the
10x10 km2 grid.</p>
        <p>An RSEA dataset that included
transportation, oil, gas, power, mining,
forestry, agricultural, fire, pests, and
recreation sites was included. These
layers were used to analyze how
transportation, industry, recreation
sites, and natural disturbances affected
harvesting.</p>
      </sec>
      <sec id="sec-2-4">
        <title>2.4 Spatial Analysis</title>
        <p>After the harvest location maps were
produced, ArcGIS spatial analysis tools
were deployed to investigate animal
harvesting patterns.</p>
      </sec>
      <sec id="sec-2-5">
        <title>Hotspot analysis: Centroids were</title>
        <p>extracted from the 10km survey grids for
geostatistical analyses. Empirical
semivariogram and Moran’s I from
ArcGIS were used to reveal the spatial
autocorrelation pattern present in the
dataset. Kernel density map was created
in ArcGIS to visualize the harvest
hotspots (quartic kernel, radius of
20km, alpha channel applied).</p>
        <p>Moose harvest: The BC Government
shared historical licensed sport hunters’
reported moose kills per management
unit (MU). The FN moose harvesting
was spatially aggregated by the MUs to
compare with sport hunting to study
how FNs’ moose hunting was affected by
sport hunting.</p>
        <p>Hunting barrier analysis: Survey
participants identified the grids where
they used to hunt but currently do not
hunt. The results were integrated with
the RSEA dataset of industry, recreation
sites, and transportation to visualize
how disturbances affect FN hunting
patterns.</p>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>3. Results</title>
      <sec id="sec-3-1">
        <title>3.1 Harvesting locations and composition</title>
        <p>To study FN animal harvesting attempts,
we mapped the total harvest weight by
grid. SFN harvests mainly occurred on
the northeast side of the Rocky
Mountains, whereas WMFN harvests
occurred further south and on both sides
of the Rocky Mountains. We grouped
the harvested animals into four classes
(large mammals, small mammals, fish
and birds) and mapped all classes to
further investigate the harvesting
patterns in SFN and WMFN. As a larger
community, the SFN’s food harvest was
correspondingly higher than WMFN,
whereas the WMFN’s harvesting was
more diverse with a higher percentage of
fish and a lower percentage of large
mammals. These maps were not shown
here because of confidentiality concern.</p>
      </sec>
      <sec id="sec-3-2">
        <title>3.2 Harvesting hotspot analysis</title>
        <p>Empirical semivariogram showed the
range value of 98km for the harvesting
dataset (weight in kg). Moran’s I
suggested significant aggregation
pattern (Z-score=22.0, p&lt;0.01). Kernel
density map was rendered to further
illustrate the hotspots of FN harvesting.
The hotspot map showed a similar
pattern with both SFN and WMFN
harvesting near their communities and
farther north. They were expected to
have hotspots near their communities
due to the spatial proximity of their
communities. We suspected, and later
confirmed by First Nation collaborators,
that the northern hotspots (200 km
north of the SFN and WMFN
communities) are the result of changing
of wildlife habits caused by
industrialization.</p>
      </sec>
      <sec id="sec-3-3">
        <title>3.3 Moose harvest</title>
        <p>As the main food source for FNs, moose
were used as an example to illustrate the
pressure of sport hunting asserted on
SFN and WMFN. Historical sport
hunting data shows that on average
1000 moose were killed in the nearby 16
MUs yearly (Figure 4). In 2017, sport
hunters killed roughly twice as many
moose than the FNs in the nearby five
management units. Most of the sport
hunting occurred on the east side of the
study area, where SFN and WMFN are
located (Figure 3).</p>
      </sec>
      <sec id="sec-3-4">
        <title>3.4 Harvest barrier</title>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>4. Conclusion</title>
      <p>To assess the livelihood of FNs in an
ecologically sensitive region in
northeastern BC, this study conducted
structured surveys and developed a
comprehensive geodatabase. Data
collection and publishing respect the</p>
      <sec id="sec-4-1">
        <title>Data Sharing and Confidentiality</title>
        <p>Agreement. Trust and relationship
building were an anticipated outcome of
this collaborative process. The spatial
analyses allow researchers to answer
important questions for the RSEA. SFN
and WMFN exhibited similar harvest
hotspots, where significant hunting
occurred close to their communities.
Our findings represent an opportunity
for FNs to protect vital aspects of their
land-based culture and to work with the
Government of British Columbia in a
more meaningful and informed manner
concerning future planning decisions.</p>
      </sec>
    </sec>
    <sec id="sec-5">
      <title>Acknowledgements</title>
      <p>Funding for this research was provided
by the British Columbia Ministry of
Forests, Lands and Natural Resource
Operations. We are grateful for their
support and for the support provided by
the RSEA Management Committee. The
authors also thank FN members who
participated in this project, and staff at
the Spatial Initiative, the Social Sciences
Research laboratories (SSRL), and the
University of Saskatchewan.
Policy and Management (Vol.
13).
https://doi.org/10.1142/S146433
3211003936
Statistics Canada. (2016a). East Moberly
Lake 169, Indian reserve [Census
subdivision], British Columbia
and Peace River, Regional
district [Census division], British
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https://www12.statcan.gc.ca/cen
sus-recensement/2016/dppd/prof/details/page.cfm?Lang=
E&amp;Geo1=CSD&amp;Code1=5955801&amp;
Geo2=CD&amp;Code2=5955&amp;Data=C
ount&amp;SearchText=moberly%20l
ake&amp;SearchType=Contains&amp;Sear
chPR=01&amp;B1=All&amp;TABID=1
Statistics Canada. (2016b). West
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Retrieved from
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E&amp;Geo1=CSD&amp;Code1=5955802
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0lake&amp;SearchType=Contains&amp;Se
archPR=01&amp;B1=All&amp;TABID=1
Statistics Canada. (2016c).McLeod Lake
1, Indian reserve [Census</p>
    </sec>
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