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BIZ102_Assessment 4 Brief.Docx Page 1 of 6
ASSESSMENT BRIEF
Subject Code and Title BIZ102 Understanding People and
Organisations
Assessment Reflective Report
Individual/Group Individual
Length 1,500 words (+/- 10%)
Learning Outcomes
a) Explain the importance of self- awareness and
emotional intelligence, and analyse their impact on
professional competencies
b) Integrate strategies to effectively interact with
others in a diverse professional context
c) Identify and reflect on own strengths and their
application in the business context
d) Reflect on feedback to identify opportunities for
self-improvement and professional development
Submission By 11:55pm AEST/AEDT Sunday of module 6.1
(week 11)
Weighting 40%
Total Marks 100 marks
Context
In the dynamic 21st century economy where mobility is often
not only possible but also
integral to a successful career, being able to work in an
intercultural and diverse
environment is essential. Organisations frequently need their
people to develop their
capacity to work effectively in diverse teams and resolve or
diffuse conflicts and
miscommunication quickly and efficiently.
The keys to your ability to work effectively in intercultural and
diverse teams are the
development of emotional intelligence and awareness of cultural
differences. Emotional
intelligence enables the ability to consciously examine group
and team dynamics in real
time in order to facilitate effective individual and team
performance.
This assessment aims to develop your understanding of how
intercultural and diverse teams
function, and how you can use this knowledge to help them
develop into high performing
teams.
BIZ102_Assessment 4 Brief.Docx Page 2 of 6
Instructions
The assessment requires the completion of an individual
reflective report. You will analyse
the expected strengths and weaknesses of your group, then as a
group, you will choose,
conduct and document a team-building activity. Each member
of the group will then reflect
on their own contribution to the group, and how this may be
improved. Finally, each
student will prepare an individual reflective report based on the
experience.
It is expected that your report will:
• be written individually, but include some common elements
with your teammates
• be presented in a business report format
• show evidence of research and application of concepts and
theories
• demonstrate effective referencing skills (APA 6th ed. style)
Steps
Step 1: Team allocation and initial assessment (Individual)
Your learning facilitator will randomly assign you to a group.
After that has occurred, each team
member will write their own response to the two issues below
(the response is included as part of
your individual Reflective Report):
1. Using information about team members’ LPA, EI and Clifton
Strengths to support your views,
discuss why you think this group of students has the potential to
form an effective work
group.
2. Using information about team members’ LPA, EI and Clifton
Strengths to support your views,
anticipate possible areas of weakness or conflict within the
group.
Step 2: Team-Building (Group)
As a group, design or choose a 25-30 minute team building
activity and explain in your report why
you believe it will increase the effectiveness of the team (this
part of your individual report will be
common to all team members). Remember that this is a team
building activity – not a “getting to
know you” session. Then conduct the team-building activity as a
group, documenting the experience
using video/moving screen-capture technology such as a
recorded zoom meeting.
Step 3: Analysis and Reflection (Individual)
You can now build on what you have written for your report as
part of step 1 by analysing the
dynamics and roles you have observed within the team,
discussing in your report how you believe
they were influenced by team members’ LPA’s, Strengths Quest
Talents, EI and cultural backgrounds.
You should also use academic resources to support your ideas.
In your report, you should also reflect on what you have learnt
about your capacity to contribute
effectively to a team and provide recommendations regarding
how you could further improve your
contribution to a team in your future professional practice.
BIZ102_Assessment 4 Brief.Docx Page 3 of 6
General requirements
Your report should:
count), formal introduction (where
you state the purpose of the paper and how it proceeds – i.e. the
structure) and logical
headings and sub-headings that generally match the instructions
and steps in this brief.
-5 that
support your reflection. Include
at least five academic references to sources learning resources
for this subject that present
the theoretical concepts identified, to support your ideas.
academic resources and provide
your reference list.
the report, as evidence of
team-member contribution, as well as a link to the group
activity recording.
the report.
Submission Instructions
Submit your Reflective Report via the Assessment link in the
main navigation menu in BIZ102
Understanding People and Organisations. The learning
facilitator will provide feedback via the Grade
Centre in the LMS portal. Feedback can be viewed in My
Grades.
The Learning Rubric below is your guide to how your
assessment task will be marked. Please be sure
to check this rubric very carefully before submission.
BIZ102 Assessment 4 Brief Page 4 of 6
Learning Rubric: Assessment 4 Reflective Report
Assessment
Attributes
Fail (Unacceptable)
0-49%
Pass
(Functional)
50-64%
Credit
(Proficient)
65-74%
Distinction
(Advanced)
75 -84%
High Distinction
(Exceptional)
85-100%
Work group reflection
and linkage to theory
and self-assessment
tools
30%
Report demonstrates a
limited attempt to
reflect on how the
results of the Laureate
Professional
Assessment, EI, Clifton
Strengths and cultural
backgrounds help
explain team dynamics
and roles with
no/limited attempt to
apply these tools to
anticipate areas of
weakness or conflict
within the group.
Report demonstrates a
basic attempt to reflect
on how the results of the
Laureate Professional
Assessment, EI and
Clifton Strengths and
cultural backgrounds
help explain team
dynamics and roles with
a basic attempt to apply
these tools to anticipate
areas of weakness or
conflict within the group.
Report demonstrates an
adequate reflection on
how the results of the
Laureate Professional
Assessment, EI and Clifton
Strengths and cultural
backgrounds help explain
team dynamics and roles
with a critical application
of these tools to anticipate
areas of weakness or
conflict within the group.
Report demonstrates a
thorough reflection on
how the results of the
Laureate Professional
Assessment, EI and
Clifton Strengths and
cultural backgrounds
help explain team
dynamics and roles with
a critical and in-depth
application of these tools
to anticipate areas of
weakness or conflict
within the group.
Report demonstrates an
expert reflection on how
the results of the
Laureate Professional
Assessment, EI and
Clifton Strengths and
cultural backgrounds
help explain team
dynamics and roles with
an in-depth, critical and
meticulous application of
these tools to anticipate
areas of weakness or
conflict within the group.
Identification and
justification of
appropriate team-
building activity
20%
Report fails to identify
an appropriate team-
building activity or
evidence of a team-
building activity is not
provided.
There is no/limited
attempt to justify the
group’s selection of the
team-building activity.
Report properly
documents an activity
used by the group as a
team-building activity;
however, its suitability as
such is questionable.
There is a basic attempt
to justify the group’s
selection of the team-
building activity.
Report properly
documents a good team-
building activity and
justifies its selection by the
group.
Report properly
documents a very good
team-building activity
and thoroughly justifies
its selection by the
group.
Report expertly identifies
and documents an
excellent team-building
activity.
There is a thorough and
critical justification of the
team-building activity
and its suitability for the
assessment task.
BIZ102 Assessment 4 Brief Page 5 of 6
Professional practice
reflection and
recommendations
20%
Report shows no or
limited evidence of
reflective thinking in
regards to how gained
insights from group
activity could be used
to improve student’s
future professional
practice in diverse
teams.
Report shows some
evidence of reflective
thinking and generically
articulates how gained
insights from group
activity could be used to
improve student’s future
professional practice in
diverse teams.
Report shows evidence of
adequate reflective
thinking and generically
articulates how gained
insights from group
activity could be leveraged
to improve student’s
future professional
practice in diverse teams.
Report shows evidence
of thorough reflective
thinking and clearly
articulates how gained
insights from group
activity could be used to
improve student’s future
professional practice in
diverse teams.
Report shows evidence
of thorough and critical
reflective thinking and
clearly articulates how
gained insights from
group activity could be
used to improve
student’s future
professional practice in
diverse teams.
Structure and flow of
ideas
20%
Report does not
present sufficient
information, ideas or
evidence.
Report lacks
logical/clear structure
and flow of ideas,
making it difficult to
understand.
Line of reasoning is
unclear and difficult to
follow.
Report presents
information, ideas and
evidence sufficiently,
however these require
further logic and clarity.
Report has a sufficient
structure, however flow
of ideas are a challenge
and can be difficult to
understand.
Line of reasoning is
passable, however, can
sometimes be difficult to
follow and requires
clarity.
Report presents
information, ideas and
evidence clearly and
logically.
Report has a good
structure, with a good flow
of ideas.
Line of reasoning is of a
good standard and easy to
follow.
Report presents
information and
arguments in a logical
and clear way, which is
well supported by
evidence.
Report has a very good
structure, with a strong
flow of ideas; opinions
and ideas are expressed
in a clear and concise
manner with obvious
connection to topic.
Line of reasoning is clear,
logical and easy to
follow.
Report is expertly
presented; descriptive,
concise and informative,
exceptionally developed
and well supported by
evidence.
Report has an excellent
structure, with a strong,
clear flow of ideas;
engages and sustains the
audience’s interest in the
topic and the reader can
immediately grasp the
relevancy.
Line of reasoning is
excellent; demonstrating
a clear, logical flow of
BIZ102 Assessment 4 Brief Page 6 of 6
ideas and arguments
that are easy to follow.
Correct use and
citation of key
resources
10%
Does not use sufficient
high quality academic
resources beyond the
Laureate Professional
Assessment, EI and
Clifton Strengths.
Does not include
correct references or in-
text citations; does not
use APA 6th style.
Uses sufficient academic
sources beyond the
Laureate Professional
Assessment, EI and
Clifton Strengths,
however can be greatly
improved.
Attempts to include
references or in-text
citations, however these
are sometimes
insufficient for research
purposes, or incorrect;
uses APA 6th style,
however may contain
some citation or
referencing errors.
Uses good academic
sources beyond the
Laureate Professional
Assessment, EI, Clifton
Strengths.
Includes in-text citations
and references from
suitable sources; uses APA
6th style, however may
contain minor citation or
referencing errors.
Shows evidence of wide
scope of academic
sources beyond the
Laureate Professional
Assessment, EI, Clifton
Strengths.
Includes in-text citations
and references from
suitable sources; uses
APA 6th style, containing
minimal and or no errors.
Shows evidence of
extensive scope of
academic sources
beyond the Laureate
Professional Assessment,
EI, Clifton
Strengths
Includes in-text citations
and references from
suitable sources; uses
APA 6th style, containing
no errors.
GY7707 Geospatial Analytics
CW Assignment 1
Note: The CW1 assignment below is a CHOICE. For those who
have access to R on a
computer then Task 1 involves the analysis of a real data set.
For those students who do
not have access to a sufficiently fast computer and/or R, then
Task 2 is an essay question.
SELECT ONE of these ONLY.
Task 1: Pipeline Accidents in the US
This part of the assignment makes use of real data supplied by
the US Department of
Transportation Pipeline and Hazardous Materials Safety
Administration on pipeline accidents
involving gas or oil for the period 1986 to 2017 and gathered
together and edited by (and
supplied courtesy of) Dr. Richard Stover. This consists of 8890
incidents! This is available as
the file pipeline.csv on Blackboard (along with this file). You
may like to view the web page at
http://www.biologicaldiversity.org/campaigns/americas_dangero
us_pipelines and the
associated video at
https://www.youtube.com/watch?v=3rxqUXqPzog&feature=yout
u.be.
Select a single US state (note: NOT North Dakota, and ideally
with sufficient accident data) so
that each student has a different state (check the selection of a
state with me), and use R to
produce:
(a) A map of pipeline incidents (20%)
The incident data set includes a variable (coded YES or NO)
corresponding to whether or not
the data use recorded latitude/longitude coordinates. As we
want exact coordinates for the
spatial data analysis you should subset the data to exclude those
data which do not (i.e., NO).
It is entirely up to you how to present the data on a map: e.g.,
you could generate a choropleth
map at county level, but I will be looking for some novelty and
effective visualisations
alongside otherwise complete maps (scale/legend/orientation
etc).
(b) A separate spatial analysis of the data set enabling an
evaluation of the potential human
and environmental exposure to contamination within the state
(80%)
1. It is *YOUR* choice as to what spatial data and analysis
steps you include in addition to the
pipeline incident data and state boundary. How you deal with
spatial analysis with temporal
data is also an issue. Spatial analysis should include the kinds
of spatial analysis operations
discussed in some of the lectures/practicals, e.g., buffers,
overlays, kernel densities etc. The
course text Lovelace et al. (2019) might well be a source of
inspiration, or also the Brunsdon
and Comber (2015) book.
2. You should include population data and environmental data
such as land use and rivers (as
well as associated water bodies). Spatial data is available from
various sources via (for
example) the R OSMAR package. Population data can be
obtained from a variety of sources
(for example http://zevross.com/blog/2015/10/14/manipulating-
and-mapping-us-census-
data -in-r-using-the-acs-tigris-and-leaflet-packages/ and the
USCensus2010 R library (see
lecture 7) but there are many others). Other geospatial data are
available via
http://www.biologicaldiversity.org/campaigns/americas_dangero
us_pipelines
https://www.youtube.com/watch?v=3rxqUXqPzog&feature=yout
u.be
http://zevross.com/blog/2015/10/14/manipulating-and-mapping-
us-census-data%20-in-r-using-the-acs-tigris-and-leaflet-
packages/
http://zevross.com/blog/2015/10/14/manipulating-and-mapping-
us-census-data%20-in-r-using-the-acs-tigris-and-leaflet-
packages/
https://ckan.geoplatform.gov/. Remember such data may well be
supplied in different
projections! So you will need to change the CRS before any
spatial analysis. You should be
specific about the sources of any data you have included and
include URLs to any data you
have identified and downloaded yourself. You should supply
sufficient information so I can
download any data (or obtain within an appropriate R library)
that you have used. Remember
to include any source/copyright/credit lines for such data in any
maps/visual outputs.
3. A write-up of the spatial analysis, including what you did,
and what the analysis revealed
about the risk to human and physical environments including
your commented R code as an
an appendix, or in line with the text and images if you are
creating a document using
RMarkdown. Your write-up should ideally be no more than
2500 words (not including code
and references) and include appropriate results in terms of
tables and figures.”
4. You may like to refer to Obida et al. (2018) and Park et al.
(2016) for some ideas about
similar data and some approaches to spatial analysis using the
incident data in North Dakota.
References
Brunsdon, C. and Comber, L. 2015. An introduction to R for
spatial analysis and mapping.
Sage: London
Lovelace, R., Nowosad, J. and Muenchow, J. 2019.
Geocomputation with R. CRC Press. This is
also available on-line: https://geocompr.robinlovelace.net/
Obida, C.B., Blackburn, G.A., Whyatt, J.D. and Semple, K.T.
2018. Quantifying the exposure of
humans and the environment to oil pollution in the Niger Delta
using advanced geostatistical
techniques. Environment International, 111, 2018: 32-42.
Park, Y.S., Al-Qublan, H., Lee, E. and Egilmez, G. 2016
Interactive spatiotemporal analysis of
oil spills using Comap in North Dakota. Informatics, 3(2), 4;
doi:10.3390/informatics3020004.
Task 2: Essay
“What is spatial autocorrelation and how it is measured? Assess
its importance to spatial
analysis as implemented in GIScience”
Answer the essay above with reference to a single application
context and include examples
and illustrations. Essays should be academic with references
and figures and ideally no more
than 2500 words (not including references).
This CW is due to be submitted (electronically via Turnitin) by
May 4 2020.
Nick Tate
March 2020
https://ckan.geoplatform.gov/
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BIZ102_Assessment 4 Brief.Docx Page 1 of 6 ASSESSMEN.docx

  • 1. BIZ102_Assessment 4 Brief.Docx Page 1 of 6 ASSESSMENT BRIEF Subject Code and Title BIZ102 Understanding People and Organisations Assessment Reflective Report Individual/Group Individual Length 1,500 words (+/- 10%) Learning Outcomes a) Explain the importance of self- awareness and emotional intelligence, and analyse their impact on professional competencies b) Integrate strategies to effectively interact with others in a diverse professional context c) Identify and reflect on own strengths and their application in the business context d) Reflect on feedback to identify opportunities for self-improvement and professional development Submission By 11:55pm AEST/AEDT Sunday of module 6.1 (week 11)
  • 2. Weighting 40% Total Marks 100 marks Context In the dynamic 21st century economy where mobility is often not only possible but also integral to a successful career, being able to work in an intercultural and diverse environment is essential. Organisations frequently need their people to develop their capacity to work effectively in diverse teams and resolve or diffuse conflicts and miscommunication quickly and efficiently. The keys to your ability to work effectively in intercultural and diverse teams are the development of emotional intelligence and awareness of cultural differences. Emotional intelligence enables the ability to consciously examine group and team dynamics in real time in order to facilitate effective individual and team performance.
  • 3. This assessment aims to develop your understanding of how intercultural and diverse teams function, and how you can use this knowledge to help them develop into high performing teams. BIZ102_Assessment 4 Brief.Docx Page 2 of 6 Instructions The assessment requires the completion of an individual reflective report. You will analyse the expected strengths and weaknesses of your group, then as a group, you will choose, conduct and document a team-building activity. Each member of the group will then reflect on their own contribution to the group, and how this may be improved. Finally, each student will prepare an individual reflective report based on the experience. It is expected that your report will: • be written individually, but include some common elements
  • 4. with your teammates • be presented in a business report format • show evidence of research and application of concepts and theories • demonstrate effective referencing skills (APA 6th ed. style) Steps Step 1: Team allocation and initial assessment (Individual) Your learning facilitator will randomly assign you to a group. After that has occurred, each team member will write their own response to the two issues below (the response is included as part of your individual Reflective Report): 1. Using information about team members’ LPA, EI and Clifton Strengths to support your views, discuss why you think this group of students has the potential to form an effective work group. 2. Using information about team members’ LPA, EI and Clifton Strengths to support your views, anticipate possible areas of weakness or conflict within the group.
  • 5. Step 2: Team-Building (Group) As a group, design or choose a 25-30 minute team building activity and explain in your report why you believe it will increase the effectiveness of the team (this part of your individual report will be common to all team members). Remember that this is a team building activity – not a “getting to know you” session. Then conduct the team-building activity as a group, documenting the experience using video/moving screen-capture technology such as a recorded zoom meeting. Step 3: Analysis and Reflection (Individual) You can now build on what you have written for your report as part of step 1 by analysing the dynamics and roles you have observed within the team, discussing in your report how you believe they were influenced by team members’ LPA’s, Strengths Quest Talents, EI and cultural backgrounds. You should also use academic resources to support your ideas. In your report, you should also reflect on what you have learnt about your capacity to contribute effectively to a team and provide recommendations regarding how you could further improve your
  • 6. contribution to a team in your future professional practice. BIZ102_Assessment 4 Brief.Docx Page 3 of 6 General requirements Your report should: count), formal introduction (where you state the purpose of the paper and how it proceeds – i.e. the structure) and logical headings and sub-headings that generally match the instructions and steps in this brief. -5 that support your reflection. Include at least five academic references to sources learning resources for this subject that present the theoretical concepts identified, to support your ideas. academic resources and provide your reference list.
  • 7. the report, as evidence of team-member contribution, as well as a link to the group activity recording. the report. Submission Instructions Submit your Reflective Report via the Assessment link in the main navigation menu in BIZ102 Understanding People and Organisations. The learning facilitator will provide feedback via the Grade Centre in the LMS portal. Feedback can be viewed in My Grades. The Learning Rubric below is your guide to how your assessment task will be marked. Please be sure to check this rubric very carefully before submission. BIZ102 Assessment 4 Brief Page 4 of 6 Learning Rubric: Assessment 4 Reflective Report Assessment Attributes Fail (Unacceptable)
  • 8. 0-49% Pass (Functional) 50-64% Credit (Proficient) 65-74% Distinction (Advanced) 75 -84% High Distinction (Exceptional) 85-100% Work group reflection and linkage to theory and self-assessment tools 30% Report demonstrates a limited attempt to reflect on how the results of the Laureate Professional Assessment, EI, Clifton Strengths and cultural
  • 9. backgrounds help explain team dynamics and roles with no/limited attempt to apply these tools to anticipate areas of weakness or conflict within the group. Report demonstrates a basic attempt to reflect on how the results of the Laureate Professional Assessment, EI and Clifton Strengths and cultural backgrounds help explain team dynamics and roles with a basic attempt to apply these tools to anticipate areas of weakness or conflict within the group. Report demonstrates an adequate reflection on how the results of the Laureate Professional Assessment, EI and Clifton Strengths and cultural backgrounds help explain team dynamics and roles with a critical application of these tools to anticipate areas of weakness or
  • 10. conflict within the group. Report demonstrates a thorough reflection on how the results of the Laureate Professional Assessment, EI and Clifton Strengths and cultural backgrounds help explain team dynamics and roles with a critical and in-depth application of these tools to anticipate areas of weakness or conflict within the group. Report demonstrates an expert reflection on how the results of the Laureate Professional Assessment, EI and Clifton Strengths and cultural backgrounds help explain team dynamics and roles with an in-depth, critical and meticulous application of these tools to anticipate areas of weakness or conflict within the group. Identification and
  • 11. justification of appropriate team- building activity 20% Report fails to identify an appropriate team- building activity or evidence of a team- building activity is not provided. There is no/limited attempt to justify the group’s selection of the team-building activity. Report properly documents an activity used by the group as a team-building activity; however, its suitability as such is questionable. There is a basic attempt to justify the group’s selection of the team- building activity. Report properly documents a good team- building activity and justifies its selection by the
  • 12. group. Report properly documents a very good team-building activity and thoroughly justifies its selection by the group. Report expertly identifies and documents an excellent team-building activity. There is a thorough and critical justification of the team-building activity and its suitability for the assessment task. BIZ102 Assessment 4 Brief Page 5 of 6 Professional practice reflection and recommendations
  • 13. 20% Report shows no or limited evidence of reflective thinking in regards to how gained insights from group activity could be used to improve student’s future professional practice in diverse teams. Report shows some evidence of reflective thinking and generically articulates how gained insights from group activity could be used to improve student’s future professional practice in diverse teams. Report shows evidence of adequate reflective thinking and generically articulates how gained insights from group activity could be leveraged to improve student’s future professional practice in diverse teams.
  • 14. Report shows evidence of thorough reflective thinking and clearly articulates how gained insights from group activity could be used to improve student’s future professional practice in diverse teams. Report shows evidence of thorough and critical reflective thinking and clearly articulates how gained insights from group activity could be used to improve student’s future professional practice in diverse teams. Structure and flow of ideas 20% Report does not present sufficient information, ideas or evidence. Report lacks logical/clear structure
  • 15. and flow of ideas, making it difficult to understand. Line of reasoning is unclear and difficult to follow. Report presents information, ideas and evidence sufficiently, however these require further logic and clarity. Report has a sufficient structure, however flow of ideas are a challenge and can be difficult to understand. Line of reasoning is passable, however, can sometimes be difficult to follow and requires clarity. Report presents information, ideas and evidence clearly and logically. Report has a good structure, with a good flow of ideas. Line of reasoning is of a
  • 16. good standard and easy to follow. Report presents information and arguments in a logical and clear way, which is well supported by evidence. Report has a very good structure, with a strong flow of ideas; opinions and ideas are expressed in a clear and concise manner with obvious connection to topic. Line of reasoning is clear, logical and easy to follow. Report is expertly presented; descriptive, concise and informative, exceptionally developed and well supported by evidence. Report has an excellent structure, with a strong, clear flow of ideas; engages and sustains the audience’s interest in the topic and the reader can
  • 17. immediately grasp the relevancy. Line of reasoning is excellent; demonstrating a clear, logical flow of BIZ102 Assessment 4 Brief Page 6 of 6 ideas and arguments that are easy to follow. Correct use and citation of key resources 10% Does not use sufficient high quality academic resources beyond the Laureate Professional Assessment, EI and Clifton Strengths. Does not include
  • 18. correct references or in- text citations; does not use APA 6th style. Uses sufficient academic sources beyond the Laureate Professional Assessment, EI and Clifton Strengths, however can be greatly improved. Attempts to include references or in-text citations, however these are sometimes insufficient for research purposes, or incorrect; uses APA 6th style, however may contain some citation or referencing errors. Uses good academic sources beyond the Laureate Professional Assessment, EI, Clifton Strengths. Includes in-text citations and references from suitable sources; uses APA 6th style, however may
  • 19. contain minor citation or referencing errors. Shows evidence of wide scope of academic sources beyond the Laureate Professional Assessment, EI, Clifton Strengths. Includes in-text citations and references from suitable sources; uses APA 6th style, containing minimal and or no errors. Shows evidence of extensive scope of academic sources beyond the Laureate Professional Assessment, EI, Clifton Strengths Includes in-text citations and references from suitable sources; uses APA 6th style, containing no errors.
  • 20. GY7707 Geospatial Analytics CW Assignment 1 Note: The CW1 assignment below is a CHOICE. For those who have access to R on a computer then Task 1 involves the analysis of a real data set. For those students who do not have access to a sufficiently fast computer and/or R, then Task 2 is an essay question. SELECT ONE of these ONLY. Task 1: Pipeline Accidents in the US This part of the assignment makes use of real data supplied by the US Department of Transportation Pipeline and Hazardous Materials Safety Administration on pipeline accidents involving gas or oil for the period 1986 to 2017 and gathered together and edited by (and supplied courtesy of) Dr. Richard Stover. This consists of 8890 incidents! This is available as the file pipeline.csv on Blackboard (along with this file). You may like to view the web page at http://www.biologicaldiversity.org/campaigns/americas_dangero us_pipelines and the
  • 21. associated video at https://www.youtube.com/watch?v=3rxqUXqPzog&feature=yout u.be. Select a single US state (note: NOT North Dakota, and ideally with sufficient accident data) so that each student has a different state (check the selection of a state with me), and use R to produce: (a) A map of pipeline incidents (20%) The incident data set includes a variable (coded YES or NO) corresponding to whether or not the data use recorded latitude/longitude coordinates. As we want exact coordinates for the spatial data analysis you should subset the data to exclude those data which do not (i.e., NO). It is entirely up to you how to present the data on a map: e.g., you could generate a choropleth map at county level, but I will be looking for some novelty and effective visualisations alongside otherwise complete maps (scale/legend/orientation etc). (b) A separate spatial analysis of the data set enabling an evaluation of the potential human and environmental exposure to contamination within the state
  • 22. (80%) 1. It is *YOUR* choice as to what spatial data and analysis steps you include in addition to the pipeline incident data and state boundary. How you deal with spatial analysis with temporal data is also an issue. Spatial analysis should include the kinds of spatial analysis operations discussed in some of the lectures/practicals, e.g., buffers, overlays, kernel densities etc. The course text Lovelace et al. (2019) might well be a source of inspiration, or also the Brunsdon and Comber (2015) book. 2. You should include population data and environmental data such as land use and rivers (as well as associated water bodies). Spatial data is available from various sources via (for example) the R OSMAR package. Population data can be obtained from a variety of sources (for example http://zevross.com/blog/2015/10/14/manipulating- and-mapping-us-census- data -in-r-using-the-acs-tigris-and-leaflet-packages/ and the USCensus2010 R library (see lecture 7) but there are many others). Other geospatial data are available via
  • 23. http://www.biologicaldiversity.org/campaigns/americas_dangero us_pipelines https://www.youtube.com/watch?v=3rxqUXqPzog&feature=yout u.be http://zevross.com/blog/2015/10/14/manipulating-and-mapping- us-census-data%20-in-r-using-the-acs-tigris-and-leaflet- packages/ http://zevross.com/blog/2015/10/14/manipulating-and-mapping- us-census-data%20-in-r-using-the-acs-tigris-and-leaflet- packages/ https://ckan.geoplatform.gov/. Remember such data may well be supplied in different projections! So you will need to change the CRS before any spatial analysis. You should be specific about the sources of any data you have included and include URLs to any data you have identified and downloaded yourself. You should supply sufficient information so I can download any data (or obtain within an appropriate R library) that you have used. Remember to include any source/copyright/credit lines for such data in any maps/visual outputs. 3. A write-up of the spatial analysis, including what you did, and what the analysis revealed about the risk to human and physical environments including your commented R code as an
  • 24. an appendix, or in line with the text and images if you are creating a document using RMarkdown. Your write-up should ideally be no more than 2500 words (not including code and references) and include appropriate results in terms of tables and figures.” 4. You may like to refer to Obida et al. (2018) and Park et al. (2016) for some ideas about similar data and some approaches to spatial analysis using the incident data in North Dakota. References Brunsdon, C. and Comber, L. 2015. An introduction to R for spatial analysis and mapping. Sage: London Lovelace, R., Nowosad, J. and Muenchow, J. 2019. Geocomputation with R. CRC Press. This is also available on-line: https://geocompr.robinlovelace.net/ Obida, C.B., Blackburn, G.A., Whyatt, J.D. and Semple, K.T. 2018. Quantifying the exposure of humans and the environment to oil pollution in the Niger Delta using advanced geostatistical techniques. Environment International, 111, 2018: 32-42.
  • 25. Park, Y.S., Al-Qublan, H., Lee, E. and Egilmez, G. 2016 Interactive spatiotemporal analysis of oil spills using Comap in North Dakota. Informatics, 3(2), 4; doi:10.3390/informatics3020004. Task 2: Essay “What is spatial autocorrelation and how it is measured? Assess its importance to spatial analysis as implemented in GIScience” Answer the essay above with reference to a single application context and include examples and illustrations. Essays should be academic with references and figures and ideally no more than 2500 words (not including references). This CW is due to be submitted (electronically via Turnitin) by May 4 2020. Nick Tate March 2020 https://ckan.geoplatform.gov/