Essentials Of Statistics For Business & Economics
Essentials Of Statistics For Business & Economics
9th Edition
ISBN: 9780357045435
Author: David R. Anderson, Dennis J. Sweeney, Thomas A. Williams, Jeffrey D. Camm, James J. Cochran
Publisher: South-Western College Pub
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Textbook Question
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Chapter 2, Problem 3CP

Cincinnati, Ohio, also known as the Queen City, has a population of approximately 298,000 and is the third largest city in the state of Ohio. The Cincinnati metropolitan area has a population of about 2.2 million. The city is governed by a mayor and a nine-member city council. The city manager, who is responsible for the day-to-day operation of the city, reports to the mayor and city council. The city manager recently created the Office of Performance and Data Analytics with the goal of improving the efficiency of city operations. One of the first tasks of this new office is to review the previous year’s expenditures. The file QueenCity contains data on the previous year’s expenditures, including the following:

Department: The number of the department incurring the expenditure

Department Description: The name of the department incurring the description

Category: The category of the expenditure

Fund: The fund to which the expenditure was charged

Expenditure: The dollar amount of the expense

Table 2.21 shows the first four entries of the 5427 expenditures for the year. The city manager would like to use this data to better understand how the city’s budget is being spent.

Manageri al Report

Use tabular and graphical methods of descriptive statistics to help the city manager get a better understanding of how the city is spending its funding. Your report should include the following:

  1. 1. Tables and/or graphical displays that show the amount of expenditures by category and percentage of total expenditures by category.
  2. 2. A table that shows the amount of expenditures by department and the percentage of total expenditures by department. Combine any department with less than 1% into a category named “Other.”
  3. 3. A table that shows the amount of expenditures by fund and the percentage of total expenditures by fund. Combine any fund with less than 1% into a category named “Other.”

Chapter 2, Problem 3CP, Cincinnati, Ohio, also known as the Queen City, has a population of approximately 298,000 and is the

1.

Expert Solution
Check Mark
To determine

Make tabular and graphical displays that show the amount of expenditure by category and percentage of total expenditures by category.

Answer to Problem 3CP

The following table represents the total amount of expenditure by category and percentage of total expenditures by category:

CategoryTotal expenditurePercentage of total expenditure
Capital$198,365,85429.98%
Payroll$145,017,55521.92%
Debt service$86,913,97813.14%
Contractual services$85,043,24912.85%
Fringe benefits$66,053,3409.98%
Fixed costs$53,732,1778.12%
Materials and supplies$19,934,7103.01%
Inventory$6,393,3940.97%
Payables$180,4350.03%
Grand Total$661,634,693100.0%

The bar chart for “Category” is given below:

Essentials Of Statistics For Business & Economics, Chapter 2, Problem 3CP , additional homework tip  1

Explanation of Solution

Calculation:

The table represents the sample of 5,427 entries and the annual expenditures for queen city (City C and City O) for the year. The five types of variables present in the data are department serial number, department description, category name, fund, and expenditure.

From the data set, the variable “Category” consists of nine entities, namely capital, payroll, debt service, contractual services, fringe benefits, fixed costs, materials and supplies, inventory, and payable.

Therefore, the following table shows the amount of all nine entities’ total expenditure by category:

CategoryTotal expenditure
Capital$198,365,854
Payroll$145,017,555
Debt service$86,913,978
Contractual services$85,043,249
Fringe benefits$66,053,340
Fixed costs$53,732,177
Materials and supplies$19,934,710
Inventory$6,393,394
Payables$180,435
Grand Total$661,634,693

The percentage for capital is calculated as the ratio of total expenditure for capital to the grand totals of all categories.

Percentage for category capital=(Total expenditure for capital categoryGrand total)×100=198,365,854661,634,693×100=29.98%

The following table shows the percentage of amount of all nine entities’ total expenditure by category:

CategoryTotal expenditurePercentage of total expenditure
Capital$198,365,85429.98%
Payroll$145,017,55521.92%
Debt service$86,913,97813.14%
Contractual services$85,043,24912.85%
Fringe benefits$66,053,3409.98%
Fixed costs$53,732,1778.12%
Materials and supplies$19,934,7103.01%
Inventory$6,393,3940.97%
Payables$180,4350.03%
Grand Total$661,634,693100.0%

Software procedure:

Step-by-step software procedure to obtain the bar chart for category using EXCEL software:

  • In Excel sheet, enter Category in one column and Percentage of total Expenditure in another column.
  • Select the data, and then choose Insert > Insert Column Bar Charts.
  • Select Clustered Column under More Column Charts.

Output using the EXCEL software is given below:

Essentials Of Statistics For Business & Economics, Chapter 2, Problem 3CP , additional homework tip  2

From the obtained table and bar chart, it can be observed that the sum of capital expenditures and payroll contributes  50% of all expenditures.

Also, the total expenditures are over $660 million. Debt service seems to be high, and it is found to be over 10% of total expenditures.

2.

Expert Solution
Check Mark
To determine

Make tabular displays that show the amount of expenditure by department and percentage of total expenditures by department.

Answer to Problem 3CP

The following table represents the total amount of expenditure by department and percentage of total expenditures by department:

Department descriptionPercentage of total expenditureTotal expenditure
Department of Police9.72%64,295,941
Department of Sewers8.76%57,954,955
Transportation and Engineering8.72%57,686,199
Department of Fire7.23%47,838,396
Sewers, Debt Service6.59%43,585,814
Finance, Risk Management5.39%35,654,238
SORTA Operations3.62%23,975,000
Water Works, Debt Service3.24%21,418,102
Department of Water Works3.07%20,307,505
Finance, Treasury2.80%18,531,650
Economic Development2.13%14,078,735
Division of Parking Facilities1.89%12,489,731
Community Development, Housing1.75%11,556,943
Enterprise Technology Solutions1.71%11,314,215
Public Services, Fleet Services1.66%10,982,312
Finance, Accounts & Audits1.66%10,960,345
Transportation and Engineering, Planning1.63%10,764,138
Public Services, Neighborhood Operations1.38%9,140,769
Sewers, Millcreek1.30%8,575,226
Health, Primary Health Care Centers1.25%8,268,632
Water Works, Water Supply1.19%7,883,099
Public Services, Facilities Management1.13%7,469,863
Sewers, Wastewater Administration1.01%6,668,240
Other department less than 1 percent each21.2%140,234,644

The bar chart for “Department description” is given below:

Essentials Of Statistics For Business & Economics, Chapter 2, Problem 3CP , additional homework tip  3

Explanation of Solution

Calculation:

Here, any departments with less than 1% are combined into a category named “other”.

Department description with less than 1% is tabulated as follows and named as “other”:

Other (department description less than 1%)Percentage of total expenditureTotal expenditure
Water Works, Distribution0.98%6,490,554
Public Services, Traffic and Road Operations0.89%5,884,799
Parks, Administrative and Program Services0.87%5,744,316
Water Works, Commercial Services0.81%5,360,380
Sewers, Wastewater Collection0.81%5,331,756
Sewers, Director/Storm water0.79%5,213,170
Parks, Operations and Facility Mgmt0.76%5,008,200
Police Emergency Communications0.69%4,557,589
Division of Convention Center0.67%4,460,267
Health, Primary Health Care Programs0.58%3,821,334
Health, Community Health Services0.56%3,675,649
Sewers, Maintenance0.55%3,668,040
Water Works, Water Quality and Treatment0.51%3,395,988
Recreation, Support Services0.50%3,315,938
Law Department0.47%3,078,594
Recreation, Golf0.42%2,781,652
Water Works, Business Services0.41%2,693,873
New Construction & Building Standards0.40%2,677,798
Water Works, Engineering0.39%2,583,805
Division of Traffic Engineering0.38%2,504,453
Cincinnati Public School Reserve0.38%2,500,000
Sewers, Little Miami0.37%2,439,869
Planning, Licenses & Permits0.36%2,371,973
Workers' Compensation Insurance0.33%2,214,094
Motorized and Construction Equipment0.33%2,187,298
Recreation, Maintenance0.33%2,162,545
General Fund Overhead0.32%2,095,756
Health, Primary School &Adolescent0.31%2,074,254
Community Development Administration0.30%1,968,773
Sewers, Industrial Waste0.28%1,841,374
Office of the City Manager0.26%1,712,437
Sewers, Project Delivery0.25%1,682,688
Finance, Purchasing0.24%1,600,148
Recreation, Athletics0.24%1,582,290
Office of Environmental Qualities0.23%1,548,437
Recreation, West Region0.22%1,487,931
Finance, Income Tax0.22%1,483,479
Health, Commissioner0.21%1,418,825
Recreation, Central Region0.21%1,393,663
Recreation, East Region0.20%1,350,682
Community Development0.20%1,337,001
Sewers, Muddy Creek0.18%1,211,584
Health, Technical Resources0.17%1,122,229
Sewers, Planning0.17%1,092,095
Enterprise Software and Licenses0.16%1,082,024
Water Works, IT0.16%1,039,488
Sewers, Wastewater Engineering0.15%973,882
Department of Human Resources0.14%929,460
Department Of Planning & Buildings0.14%911,988
Office and Technical Equipment0.13%863,762
Bond Fund — Principal and Interest0.12%774,523
Sewers, Sycamore0.11%754,132
Transportation and Engineering Director0.11%720,092
Division of Aviation0.11%702,480
Budget & Evaluation0.08%562,270
Sewers, Polk Run0.08%532,890
Sewers, Taylor Creek0.08%529,774
Citizens' Complaint Authority0.07%431,449
Sewers, Superintendent0.06%428,268
Contribution to Fire Pension0.06%416,783
Contribution to Police Pension0.06%400,439
Public Services, Director0.06%397,815
Port Authority Greater Cincinnati Development0.05%350,000
City Council0.05%337,658
Hamilton Co. Auditor & Treasurer Fees0.05%298,758
Office of The Clerk of Council0.04%293,185
Office of The Mayor0.04%287,622
Lump Sum Payments0.04%252,054
Finance Director’s Office0.03%213,548
County Clerk Fees0.03%175,000
Public Employees Assistance Program0.02%161,711
Police and Fire Fighter's Insurance0.02%115,000
Parks, Office of Director0.01%94,987
Special Investigations/Studies0.01%92,210
Councilmember PG Sittenfeld0.01%77,451
Surplus0.01%76,091
Councilmember Y. Simpson0.01%70,985
Councilmember W. Young0.01%63,012
Councilmember R. Qualls0.01%62,862
Councilmember C. Seelbach0.01%60,177
Councilmember Quinlivan0.01%57,685
Councilmember C. Winburn0.01%57,654
Downtown Special Improvement District0.01%56,000
Memberships & Publications0.01%53,150
Cincinnati Music Hall0.01%50,000
Election Expense0.01%46,580
Convention Facility Authority0.01%45,700
Councilmember C. Thomas0.01%45,603
Councilmember C. Smitherman0.01%43,141
Mayor's Office Obligations0.01%41,194
State Unemployment Comp0.00%31,671
Manager's Office Obligations0.00%13,956
Councilmember P. Thomas0.00%13,168
Judgments Against the City0.00%7,644
Department of Public Recreation0.00%5,093
Audit & Examiners Fees0.00%5,000

From the data set, the variable “department description” has 119 different departments, out of which 96 departments’ percentage is less than 1.

Therefore, the following table shows the expenditure of all 119 different departments:

Department descriptionTotal expenditure
Department of Police64,295,941
Department of Sewers57,954,955
Transportation and Engineering57,686,199
Department of Fire47,838,396
Sewers, Debt Service43,585,814
Finance, Risk Management35,654,238
SORTA Operations23,975,000
Water Works, Debt Service21,418,102
Department of Water Works20,307,505
Finance, Treasury18,531,650
Economic Development14,078,735
Division of Parking Facilities12,489,731
Community Development, Housing11,556,943
Enterprise Technology Solutions11,314,215
Public Services, Fleet Services10,982,312
Finance, Accounts & Audits10,960,345
Transportation and Engineering, Planning10,764,138
Public Services, Neighborhood Operations9,140,769
Sewers, Millcreek8,575,226
Health, Primary Health Care Centers8,268,632
Water Works, Water Supply7,883,099
Public Services, Facilities Management7,469,863
Sewers, Wastewater Administration6,668,240
Other department less than 1 percent each140,234,644
Grand Total661,634,692

The percentage for department description is calculated as the ratio of total expenditure to the grand total of all departments.

(percentage for police department)=(Total expenditure for police departmentGrand total)×100=64,295,94166,16,34,692×100=9.72

Therefore, the following table shows the percentage of amount of all department total expenditure by department:

Department descriptionPercentage of total expenditure
Department of Police9.72%
Department of Sewers8.76%
Transportation and Engineering8.72%
Department of Fire7.23%
Sewers, Debt Service6.59%
Finance, Risk Management5.39%
SORTA Operations3.62%
Water Works, Debt Service3.24%
Department of Water Works3.07%
Finance, Treasury2.80%
Economic Development2.13%
Division of Parking Facilities1.89%
Community Development, Housing1.75%
Enterprise Technology Solutions1.71%
Public Services, Fleet Services1.66%
Finance, Accounts & Audits1.66%
Transportation and Engineering, Planning1.63%
Public Services, Neighborhood Operations1.38%
Sewers, Millcreek1.30%
Health, Primary Health Care Centers1.25%
Water Works, Water Supply1.19%
Public Services, Facilities Management1.13%
Sewers, Wastewater Administration1.01%
Other department less than 1 percent each21.2%

Software procedure:

Step-by-step software procedure to obtain bar chart for department using EXCEL software:

  • In Excel sheet, enter Department Description in one column and Percentage of total Expenditure in another column.
  • Select the data, and then choose Insert > Insert Column Bar Charts.
  • Select Clustered Column under More Column Charts.

Output using the Excel is given below:

Essentials Of Statistics For Business & Economics, Chapter 2, Problem 3CP , additional homework tip  4

Interpretation:

  • From the obtained table and bar chart, it can be observed that 96 departments are showing total expenditure less than 1% over 119 departments.
  • There are six individual departments, namely police, sewers, transportation and engineering, fire, sewer debt service, and financial/risk management, They have the total expenditure approximately 5 percent and more.
  • Further, other department less than 1 percent each seems to be high, in terms of total expenditure percentage.

3.

Expert Solution
Check Mark
To determine

Make tabular displays that show the amount of expenditure by fund and percentage of total expenditures by fund and combine any department with less than 1% into a category named “other”.

Answer to Problem 3CP

The following table represents the total amount of expenditure by fund and percentage of total expenditures by fund:

FundTotal expenditurePercentage of total expenditure
050 - general fund168,607,65925.5%
980 - capital projects106,180,47016.0%
701 - metropolitan sewer district of greater Cincinnati83,713,74112.7%
704 - metropolitan sewer district capital improvements57,954,9558.8%
101 - water works52,292,2027.9%
711 - risk management32,380,4254.9%
759 - income tax - transit24,239,2593.7%
151 - bond retirement - city15,584,9162.4%
202 - fleet services10,994,6491.7%
898 - water works improvement 128,483,3041.3%
897 - water works improvement 118,434,3791.3%
302 - income tax - infrastructure7,102,7731.1%
other (less than 1% each)8,56,65,96012.9%
Grand Total661,634,693100.0%

The bar chart for “Fund” is given below:

Essentials Of Statistics For Business & Economics, Chapter 2, Problem 3CP , additional homework tip  5

Explanation of Solution

Calculation:

Fund with less than 1% is tabulated below and named as “other”:

Other (Fund less than 1%)Total expenditurePercentage of total expenditure
155 – u square revenue bonds -trustee4,748,8100.80%
304 - community development block grant4,696,3120.70%
301 - street construction, maintenance and repair4,053,5060.70%
103 - duke energy convention center3,508,1570.60%
102 - parking system facilities3,388,3050.50%
702 - enterprise technology solutions3,216,2370.50%
762 - urban redevelopment tax increment equivalent2,816,0290.50%
105 - municipal golf activities2,596,3030.40%
395 - health services2,411,6340.40%
107 – storm water management2,325,8880.40%
368 - law enforcement grant2,222,5950.40%
410 - shelter plus care program2,162,5350.30%
449 - Cincinnati area’s geographic information system (cagis)2,159,2830.30%
353 - home health services2,099,5480.30%
457 - clear fund1,957,9140.30%
213 - worker's compensation1,817,2000.30%
758 - income tax permanent improvement fund1,766,1230.30%
214 - water works stores - chemicals1,526,2810.30%
204 - water works stores - materials1,506,4470.20%
391 - women and infants food grant program1,426,4340.20%
472 - fire grants1,362,4980.20%
307 - convention center expansion tax1,296,8000.20%
212 - employee safety and risk management1,216,2650.20%
491 - municipal public improvement equivalent fund1,212,8130.20%
438 - neighborhood stabilization program1,211,6030.20%
795 - downtown special improvement district1,202,7860.20%
201 - printing services/ stores1,141,8050.20%
306 - municipal motor vehicle license tax1,077,2830.20%
323 - recreation special activities1,069,1190.20%
411 - home investment trust991,2230.20%
349 - urban renewal debt retirement979,8530.10%
350 - public health research851,9190.10%
418 - federal health program income848,5780.10%
792 - forestry740,5920.10%
340 - centennial operations724,7040.10%
757 - miscellaneous permanent improvement fund662,7290.10%
104 - lunken airport586,6630.10%
487 - cuf/heights equivalent fund562,2610.10%
483 - downtown/otr east equivalent fund558,6940.10%
156 - fountain square west revenue bonds - trustee557,5770.10%
412 - food service license fees550,6450.10%
369 - criminal activity forfeiture - state523,9250.10%
488 –Coryville equivalent fund519,7670.10%
502 - arra federal grants509,8140.10%
445 - emergency shelter453,5410.10%
465 - housing opportunities for persons with aids373,9290.10%
498 –Madisonville equivalent fund363,4490.10%
332 - krohn conservatory302,8620.10%
364 - 911 cell phone fees299,6520.00%
381 - Cincinnati abatement project284,0220.00%
317 - urban development - property operations228,2470.00%
461 - fema grant219,4240.00%
793 - boulevard light energy and maintenance (blem)183,3780.00%
324 - recreation federal grant projects178,3870.00%
166 - greeters revenue bonds - trustee176,1130.00%
326 - park donations and special activity171,7700.00%
210 - highway maintenance stores169,8140.00%
342 - new city buildings operations167,0230.00%
420 - public employee assistance program165,1410.00%
446 - health network164,3370.00%
209 - property management162,4350.00%
618 - towing charges - private operators150,0000.00%
314 - special events146,6790.00%
481 - downtown south/riverfront equivalent fund144,0660.00%
367 - criminal activity forfeiture - federal131,1160.00%
753 - expressways/gateways126,7170.00%
486 - east walnut hills equivalent fund125,8550.00%
499 - Oakley equivalent fund123,9240.00%
436 - environmental studies122,4820.00%
318 - sawyer point115,7710.00%
330 - park lodge/pavilion deposits102,4130.00%
482 - downtown/otr west equivalent fund97,4180.00%
756 - water works capital78,2250.00%
485 - walnut hills equivalent fund77,4020.00%
207 - recreation stores76,0910.00%
161 - msd debt service - trustee - multi series71,2620.00%
752 - park board69,4990.00%
415 - immunization action plan63,7810.00%
478 - justice assistance grant56,0490.00%
425 - heart health in hamilton county project48,9940.00%
387 - lead hazard control research grant48,0250.00%
791 - sidewalks45,7000.00%
715 - convention facility authority44,8300.00%
454 –metropolitan medical response42,8770.00%
428 - urban forestry41,7710.00%
448 - health care services for the homeless41,4750.00%
370 - drug offender fines39,3250.00%
363 - solid waste disposal control38,7140.00%
490 - Evanston equivalent fund37,8250.00%
354 - household sewage treatment fees35,9890.00%
380 - lead poisoning control35,1940.00%
394 - state health program income29,6320.00%
413 - swimming pool license fees26,8010.00%
476 - uasi grant25,0940.00%
405 - market facilities24,0990.00%
389 - communications and marketing activities22,8050.00%
other (less than 1% each)85,665,96012.9%

From the above table, the other category has the total expenditure of $85,665,960.

Therefore, the following table shows the amount of all 13 entities’ total expenditure by fund:

FundTotal expenditure
050 - general fund168,607,659
980 - capital projects106,180,470
701 - metropolitan sewer district of greater Cincinnati83,713,741
704 - metropolitan sewer district capital improvements57,954,955
101 - water works52,292,202
711 - risk management32,380,425
759 - income tax – transit24,239,259
151 - bond retirement – city15,584,916
202 - fleet services10.994,649
898 - water works improvement 128,483,304
897 - water works improvement 118,434,379
302 - income tax – infrastructure7,102,773
other (less than 1% each)85,665,960
Total661,634,693

The percentage for fund is calculated as the ratio of total expenditure to the grand totals all funds.

(Percentage for 050 General fund)=(Total expenditure for general fundGrand total)×100=168,607,659661,634,692×100=25.5

Therefore, the following table shows the percentage of amount of all funds’ total expenditure by funds:

FundPercentage of total expenditure
050 - general fund25.5%
980 - capital projects16.0%
701 - metropolitan sewer district of greater Cincinnati12.7%
704 - metropolitan sewer district capital improvements8.8%
101 - water works7.9%
711 - risk management4.9%
759 - income tax - transit3.7%
151 - bond retirement - city2.4%
202 - fleet services1.7%
898 - water works improvement 121.3%
897 - water works improvement 111.3%
302 - income tax - infrastructure1.1%
other (less than 1% each)12.9%
Total100.0%

Software procedure:

Step-by-step software procedure to obtain bar chart for fund using Excel:

  • In Excel sheet, enter Fund in one column and Percentage of total Expenditure in another column.
  • Select the data, and then choose Insert > Insert Column Bar Charts.
  • Select Clustered Column under More Column Charts.

Output using Excel is given below:

Essentials Of Statistics For Business & Economics, Chapter 2, Problem 3CP , additional homework tip  6

Interpretation:

  • From the obtained table and bar chart, it can be observed that the fund category 050-General fund seems to be high, in terms of total expenditure percentage.

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Chapter 2 Solutions

Essentials Of Statistics For Business & Economics

Ch. 2.2 - Consider the following data. a. Develop a...Ch. 2.2 - Consider the following frequency distribution....Ch. 2.2 - Construct a histogram for the data in exercise 12....Ch. 2.2 - Consider the following data. a. Construct a dot...Ch. 2.2 - Construct a stem-and-leaf display for the...Ch. 2.2 - Construct a stem-and-leaf display for the...Ch. 2.2 - A doctor’s office staff studied the waiting times...Ch. 2.2 - NBA Total Player Ratings. CBSSports.com developed...Ch. 2.2 - Busiest North American Airports. Based on the...Ch. 2.2 - CEO Time in Meetings. The London School of...Ch. 2.2 - Largest University Endowments. University...Ch. 2.2 - Top U.S. Franchises. Entrepreneur magazine ranks...Ch. 2.2 - Engineering School Graduate Salaries. The file...Ch. 2.2 - Best Paying College Degrees. Each year America.EDU...Ch. 2.2 - Marathon Runner Ages. The Flying Pig is a marathon...Ch. 2.3 - The following data are for 30 observations...Ch. 2.3 - The following observations are for two...Ch. 2.3 - Daytona 500 Automobile Makes Average Speeds. The...Ch. 2.3 - Daytona 500 Average Speeds of Winners. The...Ch. 2.3 - Recently, management at Oak Tree Golf Course...Ch. 2.3 - Household Income Levels. The following...Ch. 2.3 - Values of World’s Most Valuable Brands. Each year...Ch. 2.3 - Revenue of World’s Most Valuable Brands. Refer to...Ch. 2.3 - Car Fuel Efficiencies. The U.S. Department of...Ch. 2.4 - The following 20 observations are for two...Ch. 2.4 - Consider the following data on two categorical...Ch. 2.4 - The following crosstabulation summarizes the data...Ch. 2.4 - Driving Speed and Fuel Efficiency. A study on...Ch. 2.4 - Low Temperatures and Snowfall. The file Snow...Ch. 2.4 - Hypertension and Heart Disease. People often wait...Ch. 2.4 - Smartphone Ownership. Consider the following...Ch. 2.4 - Store Managers Time Study. The Northwest regional...Ch. 2 - SAT Scores. The SAT is a standardized test used by...Ch. 2 - Median Household Incomes. The file MedianHousehold...Ch. 2 - State Populations. Data showing the population by...Ch. 2 - Startup Company Funds. According to the Wall...Ch. 2 - Complaints Reported to BBB. Consumer complaints...Ch. 2 - Stock Price Volatility. The term beta refers to a...Ch. 2 - Education Level and Household Income. The U.S....Ch. 2 - Western University has only one womens softball...Ch. 2 - Best Places to Work. Fortune magazine publishes an...Ch. 2 - Prob. 53SECh. 2 - Colleges’ Year Founded and Percent Graduated....Ch. 2 - Colleges’ Year Founded and Cost. Refer to the data...Ch. 2 - Colleges’ Cost and Percent Graduated. Refer to the...Ch. 2 - Electric Vehicle Sales. Electric plug-in vehicle...Ch. 2 - Zoo Member Types and Attendance. A zoo has...Ch. 2 - Pelican Stores, a division of National Clothing,...Ch. 2 - The movie industry is a competitive business. More...Ch. 2 - Cincinnati, Ohio, also known as the Queen City,...Ch. 2 - Jon Weideman, first shift foreman for Cut-Rate...
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