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STUDENT NAME: Ebony Kuofie
RELIGION(S) Christianity
WORLD CHART
1. ORIGIN OF ALL THINGS
(HOW DID THE UNIVERSE COME INTO EXISTENCE?)
2. NATURE OF GOD/CREATOR
(WHAT ARE GENERAL CHARACTERISTICS OF THE
GOD(S) IF THERE IS ONE?)
3. VIEW OF HUMAN NATURE
(WHAT IS MAN’S GENERAL CHARACTER,
GOOD/EVIL/PRE-DESTINED/FREE WILL ETC? EXPLAIN)
4. VIEW OF GOOD & EVIL
(HOW ARE THESE TERMS UNDERSTOOD?)
5. VIEW OF SALVATION
WHAT PATH OR PROCESS MUST ONE FOLLOW TO FIND
THE FINAL PLACE OF ETERNAL EXISTENCE IF THERE IS
ONE?)
6. VIEW OF AFTERLIFE
(HOW IS LIFE/EXISTENCE AFTER ONE’S DEATH
UNDERSTOOD?)
7. PRACTICES AND RITUALS
(WHAT EVENTS, RELIGIOUS ACTIONS ETC, TAKE PLACE
REGULARLY TO ADVANCE/ENCOURAGE FAITH?)
8. CELEBRATIONS AND FESTIVALS
( (WHAT ANNUAL EVENTS OCCUR WITH RELIGIOUS
MEANING? LIST & EXPLAIN AT LEAST 2)
DataJob TitleSalaryAccountants and
Auditors71,420Actuaries99,870Administrative Law Judges,
Adjudicators, and Hearing Officers112,660Administrative
Services Managers93,150Mean71,879Adult Basic and
Secondary Education and Literacy Teachers and
Instructors54,890Advertising and Promotions
Managers136,840Median66,525Advertising Sales
Agents63,000Aerospace Engineering and Operations
Technicians69,230Mode71420Aerospace
Engineers109,960Agents and Business Managers of Artists,
Performers, and Athletes85,910Midrange116100Agricultural
and Food Science Technicians42,540199,980Agricultural
Inspectors39,70032,220Agricultural Sciences Teachers,
Postsecondary92,010Air Traffic
Controllers128,980Range167,760Aircraft Cargo Handling
Supervisors57,690Aircraft Structure, Surfaces, Rigging, and
Systems Assemblers48,860Variance546033521.947749Airfield
Operations Specialists55,190Airline Pilots, Copilots, and Flight
Engineers101,050Standard
Deviation23367.3601835498Anthropologists and
Archeologists56,640Appraisers and Assessors of Real
Estate71,530Arbitrators, Mediators, and
Conciliators91,560Architects, Except Landscape and
Naval85,930Architectural and Civil Drafters53,290Architecture
and Engineering Occupations80,770Architecture Teachers,
Postsecondary79,040Archivists49,970Art Directors85,820Art,
Drama, and Music Teachers, Postsecondary70,390Athletic
Trainers48,990Atmospheric and Space
Scientists99,860Atmospheric, Earth, Marine, and Space
Sciences Teachers,
Postsecondary93,990Audiologists81,010Avionics
Technicians55,680Biomedical
Engineers108,290Boilermakers71,230Broadcast News
Analysts73,660Brokerage Clerks48,850Budget
Analysts75,010Business and Financial Operations
Occupations72,420Business Operations Specialists, All
Other69,870Business Teachers, Postsecondary90,540Buyers and
Purchasing Agents, Farm Products62,290Camera and
Photographic Equipment Repairers41,910Captains, Mates, and
Pilots of Water Vessels67,220Cardiovascular Technologists and
Technicians65,850Career/Technical Education Teachers, Middle
School61,970Career/Technical Education Teachers, Secondary
School64,740Cargo and Freight Agents45,820Cartographers and
Photogrammetrists69,020Chefs and Head Cooks48,290Chemical
Engineers86,360Chemical Equipment Operators and
Tenders41,520Chemical Plant and System
Operators48,830Chemical Technicians53,650Chemistry
Teachers, Postsecondary88,390Chemists85,030Child, Family,
and School Social Workers54,310Chiropractors79,250Civil
Engineers87,310Claims Adjusters, Examiners, and
Investigators62,230Clinical, Counseling, and School
Psychologists82,130Coil Winders, Tapers, and
Finishers33,490Commercial and Industrial
Designers63,710Commercial Pilots83,220Communications
Equipment Operators, All Other40,600Communications
Teachers, Postsecondary66,990Community and Social Service
Occupations47,550Community Health
Workers40,340Compensation and Benefits
Managers144,350Compensation, Benefits, and Job Analysis
Specialists75,350Compliance Officers74,970Computer and
Information Research Scientists117,200Computer and
Information Systems Managers140,920Computer and
Mathematical Occupations86,710Computer Hardware
Engineers112,250Computer Network
Architects107,860Computer Network Support
Specialists60,200Computer Occupations, All
Other77,570Computer Programmers89,440Computer Science
Teachers, Postsecondary96,020Computer Systems
Analysts91,230Computer User Support
Specialists55,520Conservation Scientists65,820Construction
and Building Inspectors69,070Construction
Managers93,290Continuous Mining Machine
Operators42,760Control and Valve Installers and Repairers,
Except Mechanical Door68,400Conveyor Operators and
Tenders35,750Cost Estimators65,650Crane and Tower
Operators59,680Credit Analysts82,060Credit
Counselors49,650Criminal Justice and Law Enforcement
Teachers, Postsecondary71,970Curators54,870Database
Administrators88,410Dental Hygienists72,850Derrick
Operators, Oil and Gas44,610Detectives and Criminal
Investigators77,660Diagnostic Medical
Sonographers78,560Dietitians and Nutritionists61,440Directors,
Religious Activities and Education50,210Drafters, All
Other53,330Economics Teachers,
Postsecondary109,480Economists72,810Editors55,220Education
Administrators, All Other79,860Education Administrators,
Elementary and Secondary School102,010Education
Administrators, Postsecondary91,970Education Administrators,
Preschool and Childcare Center/Program57,390Education
Teachers, Postsecondary64,880Education, Training, and Library
Occupations55,000Educational, Guidance, School, and
Vocational Counselors56,310Electric Motor, Power Tool, and
Related Repairers40,360Electrical and Electronics
Drafters58,770Electrical and Electronics Engineering
Technicians62,450Electrical and Electronics Installers and
Repairers, Transportation Equipment61,260Electrical and
Electronics Repairers, Commercial and Industrial
Equipment63,410Electrical and Electronics Repairers,
Powerhouse, Substation, and Relay78,680Electrical
Engineers94,390Electrical Power-Line Installers and
Repairers79,120Electricians67,500Electro-Mechanical
Technicians56,450Electronics Engineers, Except
Computer99,490Elementary School Teachers, Except Special
Education63,490Elevator Installers and
Repairers83,900Embalmers46,100Emergency Management
Directors87,050Engineering Technicians, Except Drafters, All
Other57,360English Language and Literature Teachers,
Postsecondary66,090Environmental Engineering
Technicians42,190Environmental
Engineers87,360Environmental Science and Protection
Technicians, Including Health49,460Environmental Science
Teachers, Postsecondary90,710Environmental Scientists and
Specialists, Including
Health74,110Epidemiologists77,440Executive Secretaries and
Executive Administrative Assistants56,010Exercise
Physiologists58,990Explosives Workers, Ordnance Handling
Experts, and Blasters58,320Extruding, Forming, Pressing, and
Compacting Machine Setters, Operators, and
Tenders38,740Farm and Home Management
Advisors74,190Film and Video Editors50,190Financial
Analysts91,420Financial Clerks, All Other38,860Financial
Examiners89,040Financial Managers133,980Financial
Specialists, All Other70,440Fire Inspectors and
Investigators65,710Firefighters35,750First-Line Supervisors of
Construction Trades and Extraction Workers73,810First-Line
Supervisors of Correctional Officers76,370First-Line
Supervisors of Farming, Fishing, and Forestry
Workers60,690First-Line Supervisors of Fire Fighting and
Prevention Workers71,570First-Line Supervisors of Helpers,
Laborers, and Material Movers, Hand49,590First-Line
Supervisors of Landscaping, Lawn Service, and Groundskeeping
Workers51,310First-Line Supervisors of Mechanics, Installers,
and Repairers66,430First-Line Supervisors of Non-Retail Sales
Workers77,900First-Line Supervisors of Office and
Administrative Support Workers60,960First-Line Supervisors of
Police and Detectives87,970First-Line Supervisors of
Production and Operating Workers62,830First-Line Supervisors
of Protective Service Workers, All Other52,470First-Line
Supervisors of Transportation and Material-Moving Machine
and Vehicle Operators58,250Fish and Game
Wardens46,110Food Service Managers56,800Foreign Language
and Literature Teachers, Postsecondary68,890Forensic Science
Technicians59,640Forest and Conservation
Technicians42,970Foresters63,990Forestry and Conservation
Science Teachers,
Postsecondary90,080Fundraisers59,900Funeral Service
Managers98,920Gaming Supervisors32,220Gas Compressor and
Gas Pumping Station Operators56,220Gas Plant
Operators67,370General and Operations
Managers109,490Geography Teachers,
Postsecondary80,130Geological and Petroleum
Technicians54,390Geoscientists, Except Hydrologists and
Geographers72,210Health and Safety Engineers, Except Mining
Safety Engineers and Inspectors88,300Health Diagnosing and
Treating Practitioners, All Other82,600Health
Educators56,120Health Specialties Teachers,
Postsecondary82,450Health Technologists and Technicians, All
Other54,160Healthcare Practitioners and Technical
Occupations86,270Healthcare Social Workers58,530Hearing
Aid Specialists55,690Historians62,210History Teachers,
Postsecondary85,040Hoist and Winch Operators80,660Home
Economics Teachers, Postsecondary71,420Human Resources
Managers121,530Human Resources Specialists64,140Industrial
Engineering Technicians53,110Industrial
Engineers90,580Industrial Machinery
Mechanics54,180Industrial Production
Managers110,490Information and Record Clerks, All
Other43,110Information Security Analysts95,930Installation,
Maintenance, and Repair Occupations49,750Instructional
Coordinators65,320Insurance Appraisers, Auto
Damage62,970Insurance Sales Agents82,760Insurance
Underwriters66,930Interior Designers61,130Judges, Magistrate
Judges, and Magistrates135,740Kindergarten Teachers, Except
Special Education58,790Labor Relations
Specialists69,170Landscape
Architects69,200Lawyers124,230Layout Workers, Metal and
Plastic49,700Legal Occupations97,570Legal Support Workers,
All Other57,980Librarians62,790Library Science Teachers,
Postsecondary72,520Life Scientists, All Other71,130Life,
Physical, and Social Science Occupations71,500Loading
Machine Operators, Underground Mining41,270Loan
Officers78,040Locomotive Engineers66,150Logging Workers,
All Other41,940Logisticians74,280Magnetic Resonance Imaging
Technologists76,530Management Analysts83,560Managers, All
Other126,600Marine Engineers and Naval
Architects57,230Market Research Analysts and Marketing
Specialists70,940Marketing Managers140,350Marriage and
Family Therapists52,070Materials
Engineers98,090Mathematical Science Teachers,
Postsecondary71,370Mechanical Drafters58,680Mechanical
Engineering Technicians56,050Mechanical
Engineers83,940Media and Communication Equipment Workers,
All Other47,300Medical and Clinical Laboratory
Technologists65,770Medical and Health Services
Managers108,280Medical Equipment Repairers63,230Meeting,
Convention, and Event Planners54,500Mental Health
Counselors46,580Metal-Refining Furnace Operators and
Tenders43,310Middle School Teachers, Except Special and
Career/Technical Education64,780Millwrights49,300Mine
Cutting and Channeling Machine Operators46,410Mine Shuttle
Car Operators53,150Mining and Geological Engineers,
Including Mining Safety Engineers95,550Mining Machine
Operators, All Other51,740Mixing and Blending Machine
Setters, Operators, and Tenders38,940Mobile Heavy Equipment
Mechanics, Except Engines56,690Model Makers, Metal and
Plastic40,210Morticians, Undertakers, and Funeral
Directors62,060Multimedia Artists and Animators58,020Music
Directors and Composers84,860Natural Sciences
Managers118,520Network and Computer Systems
Administrators85,560Nuclear Engineers110,620Nuclear
Medicine Technologists83,110Nuclear Technicians59,630Nurse
Practitioners116,150Nursing Instructors and Teachers,
Postsecondary69,470Occupational Health and Safety
Specialists78,470Occupational Health and Safety
Technicians53,780Occupational Therapists73,680Occupational
Therapy Assistants48,210Operations Research
Analysts90,570Optometrists127,590Orthotists and
Prosthetists72,850Painters, Transportation
Equipment55,980Paper Goods Machine Setters, Operators, and
Tenders40,880Paralegals and Legal
Assistants56,510Patternmakers, Metal and
Plastic46,310Personal Financial Advisors109,250Petroleum
Pump System Operators, Refinery Operators, and
Gaugers60,720Pharmacists126,840Philosophy and Religion
Teachers, Postsecondary74,090Physical Therapist
Assistants53,350Physical Therapists81,860Physician
Assistants112,460Physicists134,710Physics Teachers,
Postsecondary85,870Plant and System Operators, All
Other63,770Plumbers, Pipefitters, and
Steamfitters71,020Podiatrists199,980Police and Sheriff's Patrol
Officers64,700Political Science Teachers,
Postsecondary102,230Postal Service Clerks47,350Postal
Service Mail Carriers49,570Postal Service Mail Sorters,
Processors, and Processing Machine
Operators49,190Postmasters and Mail
Superintendents73,270Power Distributors and
Dispatchers92,440Power Plant Operators78,360Precision
Instrument and Equipment Repairers, All Other57,600Private
Detectives and Investigators51,840Probation Officers and
Correctional Treatment Specialists63,380Producers and
Directors68,290Production, Planning, and Expediting
Clerks49,410Property, Real Estate, and Community Association
Managers64,290Psychologists, All Other86,420Psychology
Teachers, Postsecondary72,570Public Relations and Fundraising
Managers121,010Public Relations Specialists60,500Pump
Operators, Except Wellhead Pumpers47,570Purchasing Agents,
Except Wholesale, Retail, and Farm Products61,760Purchasing
Managers116,310Radiation Therapists80,510Radio, Cellular,
and Tower Equipment Installers and Repairers65,380Radiologic
Technologists64,880Rail Yard Engineers, Dinkey Operators,
and Hostlers54,860Railroad Conductors and
Yardmasters66,620Rail-Track Laying and Maintenance
Equipment Operators48,440Real Estate Brokers66,270Real
Estate Sales Agents48,250Recreation and Fitness Studies
Teachers, Postsecondary63,760Recreational Vehicle Service
Technicians37,600Refractory Materials Repairers, Except
Brickmasons47,440Registered Nurses77,540Reinforcing Iron
and Rebar Workers64,470Respiratory Therapists67,460Rolling
Machine Setters, Operators, and Tenders, Metal and
Plastic39,480Roof Bolters, Mining54,150Rotary Drill
Operators, Oil and Gas56,660Sales Engineers101,950Sales
Managers136,930Sales Representatives, Services, All
Other63,470Sales Representatives, Wholesale and
Manufacturing, Except Technical and Scientific
Products75,270Sales Representatives, Wholesale and
Manufacturing, Technical and Scientific
Products113,360Secondary School Teachers, Except Special and
Career/Technical Education65,290Securities, Commodities, and
Financial Services Sales Agents95,750Service Unit Operators,
Oil, Gas, and Mining48,010Set and Exhibit
Designers50,170Ship Engineers103,040Signal and Track Switch
Repairers40,520Social and Community Service
Managers77,700Social Scientists and Related Workers, All
Other76,810Social Work Teachers, Postsecondary66,060Social
Workers, All Other56,280Sociology Teachers,
Postsecondary84,210Software Developers,
Applications93,280Software Developers, Systems
Software111,340Soil and Plant Scientists70,780Sound
Engineering Technicians44,310Special Education Teachers, All
Other69,770Special Education Teachers, Kindergarten and
Elementary School63,330Special Education Teachers, Middle
School65,290Special Education Teachers, Secondary
School63,370Speech-Language Pathologists74,180Stationary
Engineers and Boiler
Operators57,420Statisticians94,640Surveyors67,560Tank Car,
Truck, and Ship Loaders46,730Tax Examiners and Collectors,
and Revenue Agents63,730Technical
Writers67,260Telecommunications Equipment Installers and
Repairers, Except Line Installers61,410Tire Builders42,500Tool
and Die Makers57,790Training and Development
Managers113,080Training and Development
Specialists64,490Transportation
Inspectors92,970Transportation, Storage, and Distribution
Managers103,970Urban and Regional
Planners70,850Veterinarians91,980Water and Wastewater
Treatment Plant and System Operators51,720Web
Developers75,970Wholesale and Retail Buyers, Except Farm
Products59,080Writers and Authors65,180Zoologists and
Wildlife Biologists60,060
Sheet2
Sheet3
Deliverable 01 Worksheet
1. Introduce your scenario and data set.
· Provide a brief overview of the scenario you are given and
describe the data set.
· Describe how you will be analyzing the data set.
· Classify the variables in your data set.
· Which variables are quantitative/qualitative?
· If it is a quantitative variable, is it discrete or continuous?
· Describe the level of measurement for each variable included
in the data set (nominal, ordinal, interval, ratio).
Answer and Explanation:
The scenario is about the client who is interested in finding out
the salary distributions of jobs in the Minnesota state that range
from $30,000 to $200,000 per year. The data set provided in the
scenario consists of 364 records from the Bureau of Labor
Statistics and contain a listing of titles of several jobs with
yearly salaries in $30,000 to $200,000 range.
I will be analyzing the data set using the descriptive statistics
which is a quantitative data analysis method. This will help me
to summarize the data and find patterns in the salaries.
The salaries are quantitative variables, while Job titles are
qualitative variables. Salary being a quantitative variable, it is
also discrete.
The salary variable is in an ordinal level of measurement since
the salary values depict some ordered relationship. Job title
variable is a normal level of measurement as it is used only to
classify the data.
2. Discuss the importance of the Measures of Center.
· Name and describe each measure of center.
· Discuss the advantages and/or disadvantages of each.
Answer and Explanation:
Mean: is the numerical average of a set of values, which is
obtained by dividing the sum of all values by the number of the
values. It is the best measure of central tendency as it takes into
account all values. It is also useful when comparing sets of
data.
However, mean is affected easily by any extreme value; hence
it is not the best measure to use in skewed distribution.
Median: it is the midpoint of a set of numerical values when
arranged in order. It is not affected strongly by the extreme
values or skewed data as the way mean is affected. It is the best
measure to use in a skewed distribution. It is also useful in
comparing sets of data and yields one distinct answer.
However, median is not used often as the way mean does.
Mode: it is the most common value among a set of values. It is
useful in nominal data set in which both mode and median are
undefined. It works with both numerical and non-numerical
data. It is also useful in non-numerical data. It is not affected by
outliers.
However, there may be more than one mode in a data set or
even no mode at all in the data set. The mode tends to be
useless if no values in the set repeat.
3. Discuss the importance of the Measures of Variation.
· Name and describe each measure of variation.
· Discuss the advantages and/or disadvantages of each.
Answer and Explanation:
Range: it is the highest score minus the lowest score. It is the
simplest measure of variability to calculate and can be used as a
measure of variability where precision is not required.
However, the value of range is affected by two extreme values
only. Also, range is not stabling from sample to sample. It is
not sensitive to the distribution’s total condition. The range
depends on the sample size, it tends to be greater when the
sample size is greater.
Inter-quartile range: it is the range of the middle 50% of the
values in a distribution. It is less sensitive to the outliers. It is
not amenable to mathematical manipulation. It is a good
measure of variation when the distribution is skewed. However,
its sampling stability is not up to the standard deviation.
Variance: it is the measure of the dispersion of a set of data
around the value of their mean. It defines how close the values
in the distribution are to the middle of the distribution. It is
equal to the sum of squared differences between the observed
values and their mean, divided by the total number of the
observations. It is a common measure of data dispersion. The
figures obtained in variance are large, and hard to compare
since the unit of measurement is squared.
Standard deviation: it is the square root of the variance. It is a
useful measure of variability when the distribution is normal or
approximately normal, since the proportion of the distribution
within a given number of standard deviations from the mean can
be calculated. It is most common measure of variability for a
single data set. It is resistant to sampling variation, and it is
commonly used in both inferential and descriptive statistics.
However, it is responsive to exact position of each score in the
distribution. It is more sensitive than inter-quartile range to the
presence of few extreme scores in the distribution.
Coefficient of variation: it is equal to the standard deviation
divided by the mean of the data set. It is also referred to as a
relative standard deviation. It is useful in comparing two data
sets unlike standard deviation. Its actual value is independent of
the unit in which the measurement has been taken; hence it is a
dimensionless number. However, the value of coefficient of
variation approaches to infinity when the average value is zero;
hence it is quite sensitive to small changes in mean values. It
cannot be directly used to construct confidence intervals for the
mean.
4. Calculate the measures of center and measures of variation
from the data set and list them below. Be sure to include (a) an
interpretation of each measure in context of the scenario (for
example, if the median is larger than the mean, what does it
mean? What does the value of standard deviation tell you?) and
(b) correct units of measurement. Show your calculations in
your spreadsheet. You do not need to include Excel functions in
your written answer below.
· Mean
· Median
· Mode
· Midrange
· Range
· Variance
· Standard deviation
Answer and Explanation:
From the calculations of the measures of center and measures of
variation from the scenario data set, the following are the
respective answers.
1. Mean = 71,879 dollars
2. Median = 66,525 dollars
3. Mode = 71,420 dollars
4. Midrange = 116,100 dollars
5. Range=167,760 dollars
6. Variance = 546,033,522 dollars^2
7. Standard deviation =23,367.36018 dollars
Explanation:
The mean value means that the most common salary of jobs in
the state of Minnesota is 71,879 dollars. Also, it can be
observed that the mean is greater than the median, hence this
means that the distribution of the salary of jobs in the state of
Minnesota is skewed to the right, thus bunched up toward the
left and with a tail stretching toward the right. The standard
deviation obtained in the scenario is high, hence indicates that
the salary of jobs in the state of Minnesota are spread out over a
large range of values.

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  • 1. STUDENT NAME: Ebony Kuofie RELIGION(S) Christianity WORLD CHART 1. ORIGIN OF ALL THINGS (HOW DID THE UNIVERSE COME INTO EXISTENCE?) 2. NATURE OF GOD/CREATOR (WHAT ARE GENERAL CHARACTERISTICS OF THE GOD(S) IF THERE IS ONE?) 3. VIEW OF HUMAN NATURE (WHAT IS MAN’S GENERAL CHARACTER, GOOD/EVIL/PRE-DESTINED/FREE WILL ETC? EXPLAIN) 4. VIEW OF GOOD & EVIL (HOW ARE THESE TERMS UNDERSTOOD?) 5. VIEW OF SALVATION WHAT PATH OR PROCESS MUST ONE FOLLOW TO FIND THE FINAL PLACE OF ETERNAL EXISTENCE IF THERE IS ONE?) 6. VIEW OF AFTERLIFE (HOW IS LIFE/EXISTENCE AFTER ONE’S DEATH UNDERSTOOD?)
  • 2. 7. PRACTICES AND RITUALS (WHAT EVENTS, RELIGIOUS ACTIONS ETC, TAKE PLACE REGULARLY TO ADVANCE/ENCOURAGE FAITH?) 8. CELEBRATIONS AND FESTIVALS ( (WHAT ANNUAL EVENTS OCCUR WITH RELIGIOUS MEANING? LIST & EXPLAIN AT LEAST 2) DataJob TitleSalaryAccountants and Auditors71,420Actuaries99,870Administrative Law Judges, Adjudicators, and Hearing Officers112,660Administrative Services Managers93,150Mean71,879Adult Basic and Secondary Education and Literacy Teachers and Instructors54,890Advertising and Promotions Managers136,840Median66,525Advertising Sales Agents63,000Aerospace Engineering and Operations Technicians69,230Mode71420Aerospace Engineers109,960Agents and Business Managers of Artists, Performers, and Athletes85,910Midrange116100Agricultural and Food Science Technicians42,540199,980Agricultural Inspectors39,70032,220Agricultural Sciences Teachers,
  • 3. Postsecondary92,010Air Traffic Controllers128,980Range167,760Aircraft Cargo Handling Supervisors57,690Aircraft Structure, Surfaces, Rigging, and Systems Assemblers48,860Variance546033521.947749Airfield Operations Specialists55,190Airline Pilots, Copilots, and Flight Engineers101,050Standard Deviation23367.3601835498Anthropologists and Archeologists56,640Appraisers and Assessors of Real Estate71,530Arbitrators, Mediators, and Conciliators91,560Architects, Except Landscape and Naval85,930Architectural and Civil Drafters53,290Architecture and Engineering Occupations80,770Architecture Teachers, Postsecondary79,040Archivists49,970Art Directors85,820Art, Drama, and Music Teachers, Postsecondary70,390Athletic Trainers48,990Atmospheric and Space Scientists99,860Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary93,990Audiologists81,010Avionics Technicians55,680Biomedical Engineers108,290Boilermakers71,230Broadcast News Analysts73,660Brokerage Clerks48,850Budget Analysts75,010Business and Financial Operations Occupations72,420Business Operations Specialists, All Other69,870Business Teachers, Postsecondary90,540Buyers and Purchasing Agents, Farm Products62,290Camera and Photographic Equipment Repairers41,910Captains, Mates, and Pilots of Water Vessels67,220Cardiovascular Technologists and Technicians65,850Career/Technical Education Teachers, Middle School61,970Career/Technical Education Teachers, Secondary School64,740Cargo and Freight Agents45,820Cartographers and Photogrammetrists69,020Chefs and Head Cooks48,290Chemical Engineers86,360Chemical Equipment Operators and Tenders41,520Chemical Plant and System Operators48,830Chemical Technicians53,650Chemistry Teachers, Postsecondary88,390Chemists85,030Child, Family, and School Social Workers54,310Chiropractors79,250Civil
  • 4. Engineers87,310Claims Adjusters, Examiners, and Investigators62,230Clinical, Counseling, and School Psychologists82,130Coil Winders, Tapers, and Finishers33,490Commercial and Industrial Designers63,710Commercial Pilots83,220Communications Equipment Operators, All Other40,600Communications Teachers, Postsecondary66,990Community and Social Service Occupations47,550Community Health Workers40,340Compensation and Benefits Managers144,350Compensation, Benefits, and Job Analysis Specialists75,350Compliance Officers74,970Computer and Information Research Scientists117,200Computer and Information Systems Managers140,920Computer and Mathematical Occupations86,710Computer Hardware Engineers112,250Computer Network Architects107,860Computer Network Support Specialists60,200Computer Occupations, All Other77,570Computer Programmers89,440Computer Science Teachers, Postsecondary96,020Computer Systems Analysts91,230Computer User Support Specialists55,520Conservation Scientists65,820Construction and Building Inspectors69,070Construction Managers93,290Continuous Mining Machine Operators42,760Control and Valve Installers and Repairers, Except Mechanical Door68,400Conveyor Operators and Tenders35,750Cost Estimators65,650Crane and Tower Operators59,680Credit Analysts82,060Credit Counselors49,650Criminal Justice and Law Enforcement Teachers, Postsecondary71,970Curators54,870Database Administrators88,410Dental Hygienists72,850Derrick Operators, Oil and Gas44,610Detectives and Criminal Investigators77,660Diagnostic Medical Sonographers78,560Dietitians and Nutritionists61,440Directors, Religious Activities and Education50,210Drafters, All Other53,330Economics Teachers, Postsecondary109,480Economists72,810Editors55,220Education
  • 5. Administrators, All Other79,860Education Administrators, Elementary and Secondary School102,010Education Administrators, Postsecondary91,970Education Administrators, Preschool and Childcare Center/Program57,390Education Teachers, Postsecondary64,880Education, Training, and Library Occupations55,000Educational, Guidance, School, and Vocational Counselors56,310Electric Motor, Power Tool, and Related Repairers40,360Electrical and Electronics Drafters58,770Electrical and Electronics Engineering Technicians62,450Electrical and Electronics Installers and Repairers, Transportation Equipment61,260Electrical and Electronics Repairers, Commercial and Industrial Equipment63,410Electrical and Electronics Repairers, Powerhouse, Substation, and Relay78,680Electrical Engineers94,390Electrical Power-Line Installers and Repairers79,120Electricians67,500Electro-Mechanical Technicians56,450Electronics Engineers, Except Computer99,490Elementary School Teachers, Except Special Education63,490Elevator Installers and Repairers83,900Embalmers46,100Emergency Management Directors87,050Engineering Technicians, Except Drafters, All Other57,360English Language and Literature Teachers, Postsecondary66,090Environmental Engineering Technicians42,190Environmental Engineers87,360Environmental Science and Protection Technicians, Including Health49,460Environmental Science Teachers, Postsecondary90,710Environmental Scientists and Specialists, Including Health74,110Epidemiologists77,440Executive Secretaries and Executive Administrative Assistants56,010Exercise Physiologists58,990Explosives Workers, Ordnance Handling Experts, and Blasters58,320Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders38,740Farm and Home Management Advisors74,190Film and Video Editors50,190Financial Analysts91,420Financial Clerks, All Other38,860Financial
  • 6. Examiners89,040Financial Managers133,980Financial Specialists, All Other70,440Fire Inspectors and Investigators65,710Firefighters35,750First-Line Supervisors of Construction Trades and Extraction Workers73,810First-Line Supervisors of Correctional Officers76,370First-Line Supervisors of Farming, Fishing, and Forestry Workers60,690First-Line Supervisors of Fire Fighting and Prevention Workers71,570First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand49,590First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers51,310First-Line Supervisors of Mechanics, Installers, and Repairers66,430First-Line Supervisors of Non-Retail Sales Workers77,900First-Line Supervisors of Office and Administrative Support Workers60,960First-Line Supervisors of Police and Detectives87,970First-Line Supervisors of Production and Operating Workers62,830First-Line Supervisors of Protective Service Workers, All Other52,470First-Line Supervisors of Transportation and Material-Moving Machine and Vehicle Operators58,250Fish and Game Wardens46,110Food Service Managers56,800Foreign Language and Literature Teachers, Postsecondary68,890Forensic Science Technicians59,640Forest and Conservation Technicians42,970Foresters63,990Forestry and Conservation Science Teachers, Postsecondary90,080Fundraisers59,900Funeral Service Managers98,920Gaming Supervisors32,220Gas Compressor and Gas Pumping Station Operators56,220Gas Plant Operators67,370General and Operations Managers109,490Geography Teachers, Postsecondary80,130Geological and Petroleum Technicians54,390Geoscientists, Except Hydrologists and Geographers72,210Health and Safety Engineers, Except Mining Safety Engineers and Inspectors88,300Health Diagnosing and Treating Practitioners, All Other82,600Health Educators56,120Health Specialties Teachers, Postsecondary82,450Health Technologists and Technicians, All
  • 7. Other54,160Healthcare Practitioners and Technical Occupations86,270Healthcare Social Workers58,530Hearing Aid Specialists55,690Historians62,210History Teachers, Postsecondary85,040Hoist and Winch Operators80,660Home Economics Teachers, Postsecondary71,420Human Resources Managers121,530Human Resources Specialists64,140Industrial Engineering Technicians53,110Industrial Engineers90,580Industrial Machinery Mechanics54,180Industrial Production Managers110,490Information and Record Clerks, All Other43,110Information Security Analysts95,930Installation, Maintenance, and Repair Occupations49,750Instructional Coordinators65,320Insurance Appraisers, Auto Damage62,970Insurance Sales Agents82,760Insurance Underwriters66,930Interior Designers61,130Judges, Magistrate Judges, and Magistrates135,740Kindergarten Teachers, Except Special Education58,790Labor Relations Specialists69,170Landscape Architects69,200Lawyers124,230Layout Workers, Metal and Plastic49,700Legal Occupations97,570Legal Support Workers, All Other57,980Librarians62,790Library Science Teachers, Postsecondary72,520Life Scientists, All Other71,130Life, Physical, and Social Science Occupations71,500Loading Machine Operators, Underground Mining41,270Loan Officers78,040Locomotive Engineers66,150Logging Workers, All Other41,940Logisticians74,280Magnetic Resonance Imaging Technologists76,530Management Analysts83,560Managers, All Other126,600Marine Engineers and Naval Architects57,230Market Research Analysts and Marketing Specialists70,940Marketing Managers140,350Marriage and Family Therapists52,070Materials Engineers98,090Mathematical Science Teachers, Postsecondary71,370Mechanical Drafters58,680Mechanical Engineering Technicians56,050Mechanical Engineers83,940Media and Communication Equipment Workers, All Other47,300Medical and Clinical Laboratory
  • 8. Technologists65,770Medical and Health Services Managers108,280Medical Equipment Repairers63,230Meeting, Convention, and Event Planners54,500Mental Health Counselors46,580Metal-Refining Furnace Operators and Tenders43,310Middle School Teachers, Except Special and Career/Technical Education64,780Millwrights49,300Mine Cutting and Channeling Machine Operators46,410Mine Shuttle Car Operators53,150Mining and Geological Engineers, Including Mining Safety Engineers95,550Mining Machine Operators, All Other51,740Mixing and Blending Machine Setters, Operators, and Tenders38,940Mobile Heavy Equipment Mechanics, Except Engines56,690Model Makers, Metal and Plastic40,210Morticians, Undertakers, and Funeral Directors62,060Multimedia Artists and Animators58,020Music Directors and Composers84,860Natural Sciences Managers118,520Network and Computer Systems Administrators85,560Nuclear Engineers110,620Nuclear Medicine Technologists83,110Nuclear Technicians59,630Nurse Practitioners116,150Nursing Instructors and Teachers, Postsecondary69,470Occupational Health and Safety Specialists78,470Occupational Health and Safety Technicians53,780Occupational Therapists73,680Occupational Therapy Assistants48,210Operations Research Analysts90,570Optometrists127,590Orthotists and Prosthetists72,850Painters, Transportation Equipment55,980Paper Goods Machine Setters, Operators, and Tenders40,880Paralegals and Legal Assistants56,510Patternmakers, Metal and Plastic46,310Personal Financial Advisors109,250Petroleum Pump System Operators, Refinery Operators, and Gaugers60,720Pharmacists126,840Philosophy and Religion Teachers, Postsecondary74,090Physical Therapist Assistants53,350Physical Therapists81,860Physician Assistants112,460Physicists134,710Physics Teachers, Postsecondary85,870Plant and System Operators, All Other63,770Plumbers, Pipefitters, and
  • 9. Steamfitters71,020Podiatrists199,980Police and Sheriff's Patrol Officers64,700Political Science Teachers, Postsecondary102,230Postal Service Clerks47,350Postal Service Mail Carriers49,570Postal Service Mail Sorters, Processors, and Processing Machine Operators49,190Postmasters and Mail Superintendents73,270Power Distributors and Dispatchers92,440Power Plant Operators78,360Precision Instrument and Equipment Repairers, All Other57,600Private Detectives and Investigators51,840Probation Officers and Correctional Treatment Specialists63,380Producers and Directors68,290Production, Planning, and Expediting Clerks49,410Property, Real Estate, and Community Association Managers64,290Psychologists, All Other86,420Psychology Teachers, Postsecondary72,570Public Relations and Fundraising Managers121,010Public Relations Specialists60,500Pump Operators, Except Wellhead Pumpers47,570Purchasing Agents, Except Wholesale, Retail, and Farm Products61,760Purchasing Managers116,310Radiation Therapists80,510Radio, Cellular, and Tower Equipment Installers and Repairers65,380Radiologic Technologists64,880Rail Yard Engineers, Dinkey Operators, and Hostlers54,860Railroad Conductors and Yardmasters66,620Rail-Track Laying and Maintenance Equipment Operators48,440Real Estate Brokers66,270Real Estate Sales Agents48,250Recreation and Fitness Studies Teachers, Postsecondary63,760Recreational Vehicle Service Technicians37,600Refractory Materials Repairers, Except Brickmasons47,440Registered Nurses77,540Reinforcing Iron and Rebar Workers64,470Respiratory Therapists67,460Rolling Machine Setters, Operators, and Tenders, Metal and Plastic39,480Roof Bolters, Mining54,150Rotary Drill Operators, Oil and Gas56,660Sales Engineers101,950Sales Managers136,930Sales Representatives, Services, All Other63,470Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products75,270Sales Representatives, Wholesale and
  • 10. Manufacturing, Technical and Scientific Products113,360Secondary School Teachers, Except Special and Career/Technical Education65,290Securities, Commodities, and Financial Services Sales Agents95,750Service Unit Operators, Oil, Gas, and Mining48,010Set and Exhibit Designers50,170Ship Engineers103,040Signal and Track Switch Repairers40,520Social and Community Service Managers77,700Social Scientists and Related Workers, All Other76,810Social Work Teachers, Postsecondary66,060Social Workers, All Other56,280Sociology Teachers, Postsecondary84,210Software Developers, Applications93,280Software Developers, Systems Software111,340Soil and Plant Scientists70,780Sound Engineering Technicians44,310Special Education Teachers, All Other69,770Special Education Teachers, Kindergarten and Elementary School63,330Special Education Teachers, Middle School65,290Special Education Teachers, Secondary School63,370Speech-Language Pathologists74,180Stationary Engineers and Boiler Operators57,420Statisticians94,640Surveyors67,560Tank Car, Truck, and Ship Loaders46,730Tax Examiners and Collectors, and Revenue Agents63,730Technical Writers67,260Telecommunications Equipment Installers and Repairers, Except Line Installers61,410Tire Builders42,500Tool and Die Makers57,790Training and Development Managers113,080Training and Development Specialists64,490Transportation Inspectors92,970Transportation, Storage, and Distribution Managers103,970Urban and Regional Planners70,850Veterinarians91,980Water and Wastewater Treatment Plant and System Operators51,720Web Developers75,970Wholesale and Retail Buyers, Except Farm Products59,080Writers and Authors65,180Zoologists and Wildlife Biologists60,060 Sheet2 Sheet3
  • 11. Deliverable 01 Worksheet 1. Introduce your scenario and data set. · Provide a brief overview of the scenario you are given and describe the data set. · Describe how you will be analyzing the data set. · Classify the variables in your data set. · Which variables are quantitative/qualitative? · If it is a quantitative variable, is it discrete or continuous? · Describe the level of measurement for each variable included in the data set (nominal, ordinal, interval, ratio). Answer and Explanation: The scenario is about the client who is interested in finding out the salary distributions of jobs in the Minnesota state that range from $30,000 to $200,000 per year. The data set provided in the scenario consists of 364 records from the Bureau of Labor Statistics and contain a listing of titles of several jobs with yearly salaries in $30,000 to $200,000 range. I will be analyzing the data set using the descriptive statistics which is a quantitative data analysis method. This will help me to summarize the data and find patterns in the salaries. The salaries are quantitative variables, while Job titles are qualitative variables. Salary being a quantitative variable, it is also discrete. The salary variable is in an ordinal level of measurement since the salary values depict some ordered relationship. Job title variable is a normal level of measurement as it is used only to classify the data. 2. Discuss the importance of the Measures of Center. · Name and describe each measure of center. · Discuss the advantages and/or disadvantages of each. Answer and Explanation: Mean: is the numerical average of a set of values, which is
  • 12. obtained by dividing the sum of all values by the number of the values. It is the best measure of central tendency as it takes into account all values. It is also useful when comparing sets of data. However, mean is affected easily by any extreme value; hence it is not the best measure to use in skewed distribution. Median: it is the midpoint of a set of numerical values when arranged in order. It is not affected strongly by the extreme values or skewed data as the way mean is affected. It is the best measure to use in a skewed distribution. It is also useful in comparing sets of data and yields one distinct answer. However, median is not used often as the way mean does. Mode: it is the most common value among a set of values. It is useful in nominal data set in which both mode and median are undefined. It works with both numerical and non-numerical data. It is also useful in non-numerical data. It is not affected by outliers. However, there may be more than one mode in a data set or even no mode at all in the data set. The mode tends to be useless if no values in the set repeat. 3. Discuss the importance of the Measures of Variation. · Name and describe each measure of variation. · Discuss the advantages and/or disadvantages of each. Answer and Explanation: Range: it is the highest score minus the lowest score. It is the simplest measure of variability to calculate and can be used as a measure of variability where precision is not required. However, the value of range is affected by two extreme values only. Also, range is not stabling from sample to sample. It is not sensitive to the distribution’s total condition. The range
  • 13. depends on the sample size, it tends to be greater when the sample size is greater. Inter-quartile range: it is the range of the middle 50% of the values in a distribution. It is less sensitive to the outliers. It is not amenable to mathematical manipulation. It is a good measure of variation when the distribution is skewed. However, its sampling stability is not up to the standard deviation. Variance: it is the measure of the dispersion of a set of data around the value of their mean. It defines how close the values in the distribution are to the middle of the distribution. It is equal to the sum of squared differences between the observed values and their mean, divided by the total number of the observations. It is a common measure of data dispersion. The figures obtained in variance are large, and hard to compare since the unit of measurement is squared. Standard deviation: it is the square root of the variance. It is a useful measure of variability when the distribution is normal or approximately normal, since the proportion of the distribution within a given number of standard deviations from the mean can be calculated. It is most common measure of variability for a single data set. It is resistant to sampling variation, and it is commonly used in both inferential and descriptive statistics. However, it is responsive to exact position of each score in the distribution. It is more sensitive than inter-quartile range to the presence of few extreme scores in the distribution. Coefficient of variation: it is equal to the standard deviation divided by the mean of the data set. It is also referred to as a relative standard deviation. It is useful in comparing two data sets unlike standard deviation. Its actual value is independent of the unit in which the measurement has been taken; hence it is a dimensionless number. However, the value of coefficient of variation approaches to infinity when the average value is zero; hence it is quite sensitive to small changes in mean values. It cannot be directly used to construct confidence intervals for the mean.
  • 14. 4. Calculate the measures of center and measures of variation from the data set and list them below. Be sure to include (a) an interpretation of each measure in context of the scenario (for example, if the median is larger than the mean, what does it mean? What does the value of standard deviation tell you?) and (b) correct units of measurement. Show your calculations in your spreadsheet. You do not need to include Excel functions in your written answer below. · Mean · Median · Mode · Midrange · Range · Variance · Standard deviation Answer and Explanation: From the calculations of the measures of center and measures of variation from the scenario data set, the following are the respective answers. 1. Mean = 71,879 dollars 2. Median = 66,525 dollars 3. Mode = 71,420 dollars 4. Midrange = 116,100 dollars 5. Range=167,760 dollars 6. Variance = 546,033,522 dollars^2 7. Standard deviation =23,367.36018 dollars Explanation: The mean value means that the most common salary of jobs in the state of Minnesota is 71,879 dollars. Also, it can be observed that the mean is greater than the median, hence this means that the distribution of the salary of jobs in the state of Minnesota is skewed to the right, thus bunched up toward the
  • 15. left and with a tail stretching toward the right. The standard deviation obtained in the scenario is high, hence indicates that the salary of jobs in the state of Minnesota are spread out over a large range of values.