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Sheet1ManhattanBrooklynQueensThe BronxStaten
IslandEducationMarital
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Sheet2
Sheet3
Why Geography Matters
Discussion Points Template
Name: __________________________________
Chapter #: ____________
Directions: Use this form to prepare key points from the text for
in-class discussion. Under the analysis sections, include your
own thoughts and interpretations, why the quote or key point is
important, connections to other parts of the text or your own
experiences, etc. Also, be sure to cite any and all essential
elements or geographic concepts that apply as you discuss them.
Finally, include a key geographic understanding—or
takeaway—that you gleaned from the chapter, explaining the
connection to the geography and why it resonated with you.
Page #:
Author Quote or Key Point:
Analysis:
Page #:
Author Quote or Key Point:
Analysis:
Page #:
Author Quote or Key Point:
Analysis:
Chapter Key Geographic Understanding:
Option 2: New York Survey Data
Instructions
A consulting firm was hired to perform a survey on people
living in New York City. The survey was completed monthly for
six months by 445 randomly-selected people in different
boroughs. There were a number of items on the survey, but six
basic biographical items will be studied for this exercise. The
data for the people surveyed in one of these monthly surveys
can be found in the Excel file SURVEY. The variables that were
used for the basic biographical data are found on the last page
of the exercise.
In this exercise, some of the estimation techniques presented in
the module will be applied to the New York survey results. You
may assume that these respondents represent a simple random
sample of all potential respondents within the community, and
that the population is large enough that application of the finite
population correction would not make an appreciable difference
in the results.
New York City governmental agency personnel like to have
point estimates regarding variables describing the biographical
information of the people living within the different boroughs.
It is very helpful for them to have some idea regarding the
likely accuracy of these estimates as well. Therein lies the
benefit of the techniques presented in this module and applied
here.
1. Item A in the description of the data collection instrument
lists variables 1–5, which represent the respondent’s general
attitude toward each of the five boroughs. Each of these
variables has numerically equal distances between the possible
responses, and for purposes of analysis they may be considered
to be of the interval scale of measurement.
A. Determine the point estimate, and then construct the 95%
confidence interval for = the average attitude toward Manhattan.
B. Repeat part (a) for μ2 through μ5, the average attitudes
toward Brooklyn, Queens, The Bronx and Staten Island,
respectively.
1. Given the breakdown of responses for variable 6
(highest level of education), determine the point estimate, and
then construct the 95% confidence interval for p6= the
population proportion of doctoral degrees.
2. Given the breakdown of responses for variable 7 (marital
status of respondent), determine the point estimate, and then
construct the 95% confidence interval for p7 = the population
proportion in the “single or other” category.
3. Assume the governmental agencies requested estimates of the
mean attitudes towards each borough with a margin of error of
0.05 for each borough. If the governmental agency personnel
want to have 95% confidence that the sample mean will fall
within this margin of error, how large should the sample sizes
be for each borough?
Paper Requirements
Write a report that uses the Written Assignment
Requirements under the heading Expectations for CSU-Global
Written Assignments found in the CSU-Global Guide to Writing
and APA (Links to an external site.)Links to an external site..
Items that should be included, at a minimum, are a title page, an
introduction, a body that answers the questions posed in the
problem, and a conclusion paragraph that addresses your
findings and what you have determined from the data and your
analysis. As with all written assignments, you should have in-
text citations and a reference page. Please include any tables of
calculations, calculated values, and graphs associated with this
problem in the body of your assignment response.
Note: You must submit your Excel file with your report. This
will aid in grading with partial credit if errors are found in the
report.
A. General Attitude toward Each Borough (Variables 1–5)
1.
Manhattan
2.
Brooklyn
3.
Queens
4.
The Bronx
5.
Staten Island
Like Very Much
(5)
(5)
(5)
(5)
(5)
Like
(4)
(4)
(4)
(4)
(4)
Neutral
(3)
(3)
(3)
(3)
(3)
Dislike
(2)
(2)
(2)
(2)
(2)
Dislike Very Much
(1)
(1)
(1)
(1)
(1)
B. Information about the Respondent (Variables 6–7)
1. What is your highest level of education?
(1) = Did not complete high school
(2) = High school degree/GED
(3) = Associate’s degree
(4) = Bachelor’s degree
(5) = Master’s degree
(6) = Doctoral degree
Marital Status: (1) = Married, (2) = Single or other
Option 1: Springdale Shopping Survey
Instructions
The major shopping areas in the community of Springdale
include Springdale Mall, West Mall, and the downtown area on
Main Street. A telephone survey has been conducted to identify
strengths and weaknesses of these areas and to find out how
they fit into the shopping activities of local residents. The 150
respondents were also asked to provide information about
themselves and their shopping habits. The data are provided in
the file SHOPPING. The variables in the survey can be found in
the file CODING.
In this exercise, some of the estimation techniques presented in
the module will be applied to the Springfield Shopping survey
results. You may assume that these respondents represent a
simple random sample of all potential respondents within the
community, and that the population is large enough that
application of the finite population correction would not make
an appreciable difference in the results.
Managers associated with shopping areas like these find it
useful to have point estimates regarding variables describing the
characteristics and behaviors of their customers. In addition, it
is helpful for them to have some idea as to the likely accuracy
of these estimates. Therein lies the benefit of the techniques
presented in this module and applied here.
1. Item C in the description of the data collection instrument
lists variables 7, 8, and 9, which represent the respondent’s
general attitude toward each of the three shopping areas. Each
of these variables has numerically equal distances between the
possible responses, and for purposes of analysis they may be
considered to be of the interval scale of measurement.
1. Determine the point estimate, and then construct the 95%
confidence interval for μ7 = the average attitude toward
Springdale Mall.
2. Repeat part (a) for μ8 and μ9, the average attitudes toward
Downtown and West Mall, respectively.
2. Given the breakdown of responses for variable 26 (sex of
respondent), determine the point estimate, and then construct
the 95% confidence interval for p26 = the population proportion
of males.
3. Given the breakdown of responses for variable 28 (marital
status of respondent), determine the point estimate, and then
construct the 95% confidence interval for p28 = the population
proportion in the “single or other” category.
4. Assume the managers have requested estimates of the mean
attitudes towards each mall with a margin of error of 0.05 for
each. If the managers want to have 95% confidence that the
sample mean will fall within this margin of error, how large
should the sample size be for each mall?
Paper Requirements
Write a report that uses the Written Assignment
Requirements under the heading Expectations for CSU-Global
Written Assignments found in theCSU-Global Guide to Writing
and APA (Links to an external site.)Links to an external site..
Items that should be included, at a minimum, are a title page, an
introduction, a body that answers the questions posed in the
problem, and a conclusion paragraph that addresses your
findings and what you have determined from the data and your
analysis. As with all written assignments, you should have in-
text citations and a reference page. Please include any tables of
calculations, calculated values, and graphs associated with this
problem in the body of your assignment response.
Note: You must submit your Excel file with your report. This
will aid in grading with partial credit if errors are found in the
report.
HINTS FOR MODULE 6 ASSIGNMENT-
FOR #1:
You need the point-estimate, which is the mean. You will also
need the standard deviation as you will be calculating
confidence intervals.
LOWER LIMIT: MEAN - z ( Standard Deviation/ sq rt (N))
UPPER LIMIT: MEAN + z ( Standard Deviation/ sq rt (N))
For “z” , you use the z-value that corresponds to the level of
confidence…. should be 1.96 for 95% confidence intervals and
1.645 for 90%.
FOR #2 and #3
You are still finding the same information from above, but
using a Population proportion.
POINT ESTIMATE (p): Number of Successes/Total Number
The point estimate is what gets plugged in for “p” in the
formula.
LOWER LIMT: p – z * sq rt [ (p(1-p))/n])
UPPER LIMIT: p + z * sq rt [ (p(1-p))/n])
For “z” , you use the z-value that corresponds to the level of
confidence…. should be 1.96 for 95% confidence intervals and
1.645 for 90%.
QUESTION 4: Sample size
This site should help you.
Watch the second video under:
Sample Size Point Estimate Statistics
This video shows two examples on estimating a desired sample
size based on predetermined margins of error.
https://www.sophia.org/tutorials/finding-sample-size-with-
predetermined-margin-of-e--2
The video walks you through the formula where as long as you
have the zscore of a 95% confidence interval which is 1.96, the
standard deviation, and the margin of error......you can use this
formula.
Sheet1SPRIFREQDOWNFREQWESTFREQSPRSPENDDOWSP
ENDWESSPENDSPRILIKEDOWNLIKEWESTLIKEBSTEXCH
GBSTQUALIBSTPRICEBSTVARIEBSTHELPBSTHOURSBST
CLEANBSTBARGNIMPEXCHIMPQUALIIMPPRICEIMPVARI
EIMPHELPIMPHOURSIMPCLEANIMPBARGNRESPGENDRE
SPEDUCRESPMARIRESPHOUSRESPAGE55567744411311111
67765667232421466677543113123137777777623252165677753
43441141177754537132518646577243424141146776656723272
04636763331111111277777777232419554767553113111133776
56562322195456774241131211346753645212419454577433223
14113777677772321203524575443231114175576776142244566
77744311111111777777772423296467673334431244357755445
23242054577734312311113566556672126176356673434132411
17776446523251946567732341414112777777562324204525674
34113313137776463613242164677743211112114144623411311
20656777444413144132776433624212364577744331313313777
74436232518656667443123122127777566523242035667743111
21111211111111232617545777432144141143454644514112456
55774334121411266665767142221555677534113111115677253
62323196437672542221211256116165132118546576432113111
14577665672321206557774441121211111123243132419566477
43311311111777554741322213656674441131211176766656132
41953257644511114113477557771325216456773534231214457
76423523242065667744311111112577554451323196446774444
23144333776766623252163477753311314111777777572323196
55677332113121125777655623241945677744341112212117767
27232818545767454222222126776635613232826447553411311
11177777774231341345767433123113116673557414143736557
53211141411177774777241224665667444323143247777477722
17494645734341131411347754647221337444663555113111137
77535542412246367573532222222237731237142122465556424
11321111657646552316405666674332232211376767675131346
52367444431312112577657672413325256664434244414417753
33514143636567751441414111677665772221704411221434113
31434375461312165535135623534222144122375231225296456
12525242211134516237411127115315435111334112566454561
11760466324143341241232445316313136523155754233142344
55161256142738263562422234212123442141111133842223755
33443422133115413211725163371245443324341542546111143
74254331354413223437176577211624343754312424321333231
67721416173411453541414413142444446242753222515313243
21223325742642127644627575122322314442511114112252132
74413222412331323615162311371423471343223244224176463
11252725315232124322321431631422316792667452544324232
13475331713278043247145434442123163775332424584625364
13113433142441766221277123337335414213133256215441221
39661423424242423437734656321167325565321443432121334
73456242167242734142223122224621754511124555442155123
13132316714227222473155355511131241427564264214166911
46111511344224262224244242540555264355341243114325465
12221305236174424423314465767417211140661231513423322
44427645371311563313334433114441273337455141467436571
15111313442111321222324314125271111414142212325344241
47855316625343321113277576672325375417213132234432423
64142513126955213113423433124632721161421364131161322
21324415241122611253623432535314343342271337241222282
63652345432244437265324621151813141622431113411231124
13141229625331151313424125315345324216815345111522321
24117454512131272613664151213414312461232213237835614
13221314343447564213241231413231123443112435632312611
22395517225344241331156437747221332541635525242313343
26132721214504637133454343134335615471231559124621121
13114144714643131327346667775431131113176777767111335
65646543321311113666766662212246465655443131111347676
67622233121447653321311142534311142322262557655332131
21136757666622142754555544441311113276753662222185153
74435212121115776465723142966645644421311113377625552
22166666666445113111115565345722212046557642311111111
77756675221427556777431413111133776756612212235477753
44131411456744767141325364775434413134145776755613231
92435655311131111477447671142121354777434121141117575
66661321654447675441232211177777775221266555767453123
12112677666661321245346775343111211157777554231432656
67754241211112477436461326203567775421121211377576775
14165954645754312312311777417271223274454554431131111
37777677424212753367744211111111776576772217423465574
51123121214767576623252136566743111321412767776561423
28166677441113111137737777514212845646733311111111677
64647242126465576524113113117777767721123656655643342
31444177777777242153552777345443444131453553514126153
54464334231111211766364142125453555444343143137577747
62215315516773443111141177777666141450344777333144141
41534457742315355367775522221211267757145231270564667
54512211312777657772414222655755331131111377566666222
42554347651431313111667556442321215536765343131331326
75435623242356477543532313333767566571215395367773532
12211123563377613143345376744211311113767545462314371
51466432423213132776141223211851254445433311212777555
57231633655676544413111136776663523222124577654411311
11177767776121265534557555113111117747777424212243577
75421131111257755657221331655777151223223237771117724
17533646664341211414177777665241336344767534121111113
45544651216576664545234141311337776727131333614765353
2232232377457643221644
TempBoxPlot
Springdale Shopping Survey*
The major shopping areas in the community of Springdale
include Springdale Mall, West Mall, and the downtown area on
Main Street. A telephone survey has been conducted to identify
strengths and weaknesses of these areas and to find out how
they fit into the shopping activities of local residents. The 150
respondents were also asked to provide information about
themselves and their shopping habits. The data are provided in
the file SHOPPING. The variables in the survey were as
follows: Comment by Phil Karl: Kathy—there is no such file
in the folder and there is no hyperlink to this term here. Please
advise.
A. How Often Respondent Shops at Each Area (Variables 1–3)
1. Springdale Mall
2. Downtown
3. West Mall
6 or more times/wk.
(1)
(1)
(1)
4–5 times/wk.
(2)
(2)
(2)
2–3 times/wk.
(3)
(3)
(3)
1 time/wk.
(4)
(4)
(4)
2–4 times/mo.
(5)
(5)
(5)
0–1 times/mo.
(6)
(6)
(6)
B. How Much the Respondent Spends during a Trip to Each
Area (Variables 4–6)
4. Springdale Mall
5. Downtown
6. West Mall
$200 or more
(1)
(1)
(1)
$150–under $200
(2)
(2)
(2)
$100–under $150
(3)
(3)
(3)
$ 50–under $100
(4)
(4)
(4)
$ 25–under $50
(5)
(5)
(5)
$ 15–under $25
(6)
(6)
(6)
less than $15
(7)
(7)
(7)
C. General Attitude toward Each Shopping Area (Variables 7–
9)
7. Springdale Mall
8. Downtown
9. West Mall
Like very much
(5)
(5)
(5)
Like
(4)
(4)
(4)
Neutral
(3)
(3)
(3)
Dislike
(2)
(2)
(2)
Dislike very much
(1)
(1)
(1)
D. Which Shopping Area Best Fits Each Description (Variables
10–17)
Springdale
Mall
Downtown
West
Mall
No
Opinion
10. Easy to return/exchange goods
(1)
(2)
(3)
(4)
11. High quality of goods
(1)
(2)
(3)
(4)
12. Low prices
(1)
(2)
(3)
(4)
13. Good variety of sizes/styles
(1)
(2)
(3)
(4)
14. Sales staff helpful/friendly
(1)
(2)
(3)
(4)
15. Convenient shopping hours
(1)
(2)
(3)
(4)
16. Clean stores and surroundings
(1)
(2)
(3)
(4)
17. A lot of bargain sales
(1)
(2)
(3)
(4)
E. Importance of Each Item in Respondent’s Choice of a
Shopping Area (Variables 18–25)
Not Very
Important
Important
F. Information about the Respondent (Variables 26–30)
26. Gender: (1) = Male (2) = Female
18. Easy to return/exchange goods
(1)
(2)
(3)
(4)
(5)
(6)
(7)
19. High quality of goods
(1)
(2)
(3)
(4)
(5)
(6)
(7)
20. Low prices
(1)
(2)
(3)
(4)
(5)
(6)
(7)
21. Good variety of sizes/styles
(1)
(2)
(3)
(4)
(5)
(6)
(7)
22. Sales staff helpful/friendly
(1)
(2)
(3)
(4)
(5)
(6)
(7)
23. Convenient shopping hours
(1)
(2)
(3)
(4)
(5)
(6)
(7)
24. Clean stores and surroundings
(1)
(2)
(3)
(4)
(5)
(6)
(7)
25. A lot of bargain sales
(1)
(2)
(3)
(4)
(5)
(6)
(7)
t
27. Number of years of school completed:
(1) = less than 8 years (3) = 12–under 16 years
(2) = 8–under 12 years (4) = 16 years or more
28. Marital status: (1) = Married (2) = Single or other
29. Number of people in household: persons
30. Age: years
Each respondent in this database is described by 30 variables.
As an example of their interpretation, consider row number 1.
This corresponds to respondent number 1 and contains the
following information.
Variable number 6 = 7. The respondent usually spends less than
$15 when she
shops at West Mall.
Variable number 26 = 2. The respondent is a female.
5 5 5 6 7 7 4 4 4 1 1 3 1 1 1 1 1 6 7 7 6 5 6 6 7 2 3 2 4 2 1
Variable number 1 = 5.
The respondent shops at Spring- dale Mall 2–4 times/month.
Variable number 19 = 7. Respondent believes “high quality of
goods” is very important in choosing a shopping area.
*Source: Materials for this case have been provided courtesy of
The Archimedes Group, Indiana, PA. Data are based on actual
responses obtained to this subset of the questions included in
the survey; town and mall identities have been disguised as well
as a number of responses were updated.

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