SlideShare a Scribd company logo
1 of 20
Course Title: Business Statistics
BBA (Hons)
2nd
Semester
Course Instructor: Atiq ur Rehman Shah
Lecturer, Federal Urdu University of Arts,
Science & Technology, Islamabad
+92-345-5271959
aatresh@gmail.com
Learning Objectives
• Define statistics
• Become aware of a wide range of
applications of statistics in business
• Differentiate between descriptive and
inferential statistics
• Learn about population and samples
• Collection of data
• Types of data
What is Statistics?
• Statistics is the science of conducting
studies to collect, organize, summarize,
analyze and draw conclusions from data.
Statistics in Business
• Accounting — auditing and cost estimation
• Economics — regional, national, and international
economic performance
• Finance — investments and portfolio management
• Management — human resources, compensation, and
quality management
• Management Information Systems — performance of
systems which gather, summarize, and disseminate
information to various managerial levels
• Marketing — market analysis and consumer research
• International Business — market and demographic
analysis
Population Versus Sample
• Population — the whole
• a collection of persons, objects, or items under
study
• Sample — a portion of the whole
• a subset of the population
Population
Population
Identifier Color
RD1 Red
RD2 Red
RD3 Red
RD4 Red
RD5 Red
BL1 Blue
BL2 Blue
GR1 Green
GR2 Green
GY1 Gray
GY2 Gray
GY3 Gray
Sample and Sample Data
Identifier Color
RD2 Red
RD5 Red
GR1 Green
GY2 Gray
Branches of Statistics
• Descriptive statistics
• Inferential statistics
Descriptive statistics
• Descriptive statistics consists of the
collection, organization, summarization and
presentation of data.
• In descriptive statistics the statistician tries
to describe a situation.
Inferential statistics
• Inferential statistics consists of the
generalizing from samples to population,
performing estimations and hypothesis test,
determining relationships among variables,
and make predictions.
• In inferential statistics, the statistician tries
to make inferences from sample to
population
Collection of data- Levels of Data
Measurement
• Nominal
• Ordinal
• Interval
• Ratio
Nominal Level Data
• Numbers representing nominal level data
are used only to classify or categorize.
Example: Gender
1. Male
2. Female
Example: Geographic location
1. Punjab
2. Sindh
3. KPK
4. Baluchistan
Ordinal Level Data
• Numbers are used to indicate rank or order
• Relative magnitude of numbers is meaningful
• Differences between numbers are not comparable
Example: Ranking productivity of employees
Employee Rank
A 2
B 3
C 1
Example of Ordinal Measurement
f
i
n
i
s
h
1
2
3
4
5
6
Ordinal Data
Do you think your university is providing you
adequate facilities??
1 2 3 4 5
Strongly
Agree
Agree Strongly
Disagree
DisagreeNeutral
Interval Level Data
• Distances between consecutive integers are
equal
• Relative magnitude of numbers is meaningful
• Differences between numbers are comparable
• Location of origin, zero, is arbitrary
Example: Fahrenheit Temperature
30*, 31*, 32*, 33*
Ratio Level Data
• Highest level of measurement
• Relative magnitude of numbers is meaningful
• Differences between numbers are comparable
• Location of origin, zero, is absolute (natural)
Examples: Height, Weight etc
Types of data
• Primary data
• Original data collected for a specific research goal.
• Secondary data
• Data originally collected for a different purpose and
reused for another research question.
Activity
What are the sources of primary and
secondary data????

More Related Content

What's hot

Introduction to statistics
Introduction to statisticsIntroduction to statistics
Introduction to statisticsakbhanj
 
Types of Statistics
Types of StatisticsTypes of Statistics
Types of Statisticsloranel
 
Primary & secondary data
Primary & secondary dataPrimary & secondary data
Primary & secondary datahezel3210
 
Nature, Scope, Functions and Limitations of Statistics
Nature, Scope, Functions and Limitations of StatisticsNature, Scope, Functions and Limitations of Statistics
Nature, Scope, Functions and Limitations of StatisticsAsha Dhilip
 
The nature of probability and statistics
The nature of probability and statisticsThe nature of probability and statistics
The nature of probability and statisticsSan Benito CISD
 
Introduction to Business Statistics
Introduction to Business StatisticsIntroduction to Business Statistics
Introduction to Business StatisticsSOMASUNDARAM T
 
Introduction To Statistics
Introduction To StatisticsIntroduction To Statistics
Introduction To Statisticsalbertlaporte
 
Introduction to statistics...ppt rahul
Introduction to statistics...ppt rahulIntroduction to statistics...ppt rahul
Introduction to statistics...ppt rahulRahul Dhaker
 
Business statistics what and why
Business statistics what and whyBusiness statistics what and why
Business statistics what and whydibasharmin
 
Business Statistics
Business StatisticsBusiness Statistics
Business StatisticsTim Walters
 
Business statistics (Basics)
Business statistics (Basics)Business statistics (Basics)
Business statistics (Basics)AhmedToheed3
 
Statistical Data Analysis | Data Analysis | Statistics Services | Data Collec...
Statistical Data Analysis | Data Analysis | Statistics Services | Data Collec...Statistical Data Analysis | Data Analysis | Statistics Services | Data Collec...
Statistical Data Analysis | Data Analysis | Statistics Services | Data Collec...Stats Statswork
 
Data Collection (Methods/ Tools/ Techniques), Primary & Secondary Data, Quali...
Data Collection (Methods/ Tools/ Techniques), Primary & Secondary Data, Quali...Data Collection (Methods/ Tools/ Techniques), Primary & Secondary Data, Quali...
Data Collection (Methods/ Tools/ Techniques), Primary & Secondary Data, Quali...Bikash Sapkota
 
A power point presentation on statistics
A power point presentation on statisticsA power point presentation on statistics
A power point presentation on statisticsKriace Ward
 
Lecture 6. univariate and bivariate analysis
Lecture 6. univariate and bivariate analysisLecture 6. univariate and bivariate analysis
Lecture 6. univariate and bivariate analysisDr Rajeev Kumar
 

What's hot (20)

Introduction to statistics
Introduction to statisticsIntroduction to statistics
Introduction to statistics
 
Time series Analysis
Time series AnalysisTime series Analysis
Time series Analysis
 
Types of Statistics
Types of StatisticsTypes of Statistics
Types of Statistics
 
Primary & secondary data
Primary & secondary dataPrimary & secondary data
Primary & secondary data
 
Nature, Scope, Functions and Limitations of Statistics
Nature, Scope, Functions and Limitations of StatisticsNature, Scope, Functions and Limitations of Statistics
Nature, Scope, Functions and Limitations of Statistics
 
The nature of probability and statistics
The nature of probability and statisticsThe nature of probability and statistics
The nature of probability and statistics
 
Time series slideshare
Time series slideshareTime series slideshare
Time series slideshare
 
Business statistics
Business statistics Business statistics
Business statistics
 
Introduction to Business Statistics
Introduction to Business StatisticsIntroduction to Business Statistics
Introduction to Business Statistics
 
Introduction To Statistics
Introduction To StatisticsIntroduction To Statistics
Introduction To Statistics
 
Introduction to statistics...ppt rahul
Introduction to statistics...ppt rahulIntroduction to statistics...ppt rahul
Introduction to statistics...ppt rahul
 
Business statistics what and why
Business statistics what and whyBusiness statistics what and why
Business statistics what and why
 
Basic Statistics
Basic  StatisticsBasic  Statistics
Basic Statistics
 
Business Statistics
Business StatisticsBusiness Statistics
Business Statistics
 
Business statistics (Basics)
Business statistics (Basics)Business statistics (Basics)
Business statistics (Basics)
 
Statistical Data Analysis | Data Analysis | Statistics Services | Data Collec...
Statistical Data Analysis | Data Analysis | Statistics Services | Data Collec...Statistical Data Analysis | Data Analysis | Statistics Services | Data Collec...
Statistical Data Analysis | Data Analysis | Statistics Services | Data Collec...
 
Primary & Secondary Data
Primary & Secondary DataPrimary & Secondary Data
Primary & Secondary Data
 
Data Collection (Methods/ Tools/ Techniques), Primary & Secondary Data, Quali...
Data Collection (Methods/ Tools/ Techniques), Primary & Secondary Data, Quali...Data Collection (Methods/ Tools/ Techniques), Primary & Secondary Data, Quali...
Data Collection (Methods/ Tools/ Techniques), Primary & Secondary Data, Quali...
 
A power point presentation on statistics
A power point presentation on statisticsA power point presentation on statistics
A power point presentation on statistics
 
Lecture 6. univariate and bivariate analysis
Lecture 6. univariate and bivariate analysisLecture 6. univariate and bivariate analysis
Lecture 6. univariate and bivariate analysis
 

Similar to Introduction to Business Statistics

Chapter 6.pptx Data Analysis and processing
Chapter 6.pptx Data Analysis and processingChapter 6.pptx Data Analysis and processing
Chapter 6.pptx Data Analysis and processingetebarkhmichale
 
1 Statistics Intro.pdf
1 Statistics Intro.pdf1 Statistics Intro.pdf
1 Statistics Intro.pdfhedode6478
 
Introduction to Data Analysis for Nurse Researchers
Introduction to Data Analysis for Nurse ResearchersIntroduction to Data Analysis for Nurse Researchers
Introduction to Data Analysis for Nurse ResearchersRupa Verma
 
WEEK-1-IS-20022023-094301am.pdf
WEEK-1-IS-20022023-094301am.pdfWEEK-1-IS-20022023-094301am.pdf
WEEK-1-IS-20022023-094301am.pdfMdDahri
 
1.-Lecture-Notes-in-Statistics-POWERPOINT.pptx
1.-Lecture-Notes-in-Statistics-POWERPOINT.pptx1.-Lecture-Notes-in-Statistics-POWERPOINT.pptx
1.-Lecture-Notes-in-Statistics-POWERPOINT.pptxAngelineAbella2
 
Introduction to statistics.pptx
Introduction to statistics.pptxIntroduction to statistics.pptx
Introduction to statistics.pptxUnfold1
 
Elementary Statistics for Business.pptx
Elementary Statistics for Business.pptxElementary Statistics for Business.pptx
Elementary Statistics for Business.pptxHarish Augad
 
Chapter one Business statistics referesh
Chapter one Business statistics refereshChapter one Business statistics referesh
Chapter one Business statistics refereshYasin Abdela
 
Quantitative Research Design.pptx
Quantitative Research Design.pptxQuantitative Research Design.pptx
Quantitative Research Design.pptxAlok Kumar Gaurav
 
Understanding the Different Scales of Measurement with Examples
Understanding the Different Scales of Measurement with ExamplesUnderstanding the Different Scales of Measurement with Examples
Understanding the Different Scales of Measurement with ExamplesIndia Assignment India
 
5.Measurement and scaling technique.pptx
5.Measurement and scaling technique.pptx5.Measurement and scaling technique.pptx
5.Measurement and scaling technique.pptxHimaniPandya13
 
Statistics for Physical Education
Statistics for Physical EducationStatistics for Physical Education
Statistics for Physical EducationParag Shah
 
7jjjjjjjjjjjjjvcxzffghjknbvfhjknbvcduukkk
7jjjjjjjjjjjjjvcxzffghjknbvfhjknbvcduukkk7jjjjjjjjjjjjjvcxzffghjknbvfhjknbvcduukkk
7jjjjjjjjjjjjjvcxzffghjknbvfhjknbvcduukkkyeasmin75648
 
Introduction to Statistics
Introduction to StatisticsIntroduction to Statistics
Introduction to StatisticsMoonWeryah
 
Business Stats PPT1.pptx
Business Stats PPT1.pptxBusiness Stats PPT1.pptx
Business Stats PPT1.pptxGautamGulati24
 

Similar to Introduction to Business Statistics (20)

Chapter 6.pptx Data Analysis and processing
Chapter 6.pptx Data Analysis and processingChapter 6.pptx Data Analysis and processing
Chapter 6.pptx Data Analysis and processing
 
1 Statistics Intro.pdf
1 Statistics Intro.pdf1 Statistics Intro.pdf
1 Statistics Intro.pdf
 
Introduction to Data Analysis for Nurse Researchers
Introduction to Data Analysis for Nurse ResearchersIntroduction to Data Analysis for Nurse Researchers
Introduction to Data Analysis for Nurse Researchers
 
WEEK-1-IS-20022023-094301am.pdf
WEEK-1-IS-20022023-094301am.pdfWEEK-1-IS-20022023-094301am.pdf
WEEK-1-IS-20022023-094301am.pdf
 
1.-Lecture-Notes-in-Statistics-POWERPOINT.pptx
1.-Lecture-Notes-in-Statistics-POWERPOINT.pptx1.-Lecture-Notes-in-Statistics-POWERPOINT.pptx
1.-Lecture-Notes-in-Statistics-POWERPOINT.pptx
 
Introduction to statistics.pptx
Introduction to statistics.pptxIntroduction to statistics.pptx
Introduction to statistics.pptx
 
Statistics.pptx
Statistics.pptxStatistics.pptx
Statistics.pptx
 
Elementary Statistics for Business.pptx
Elementary Statistics for Business.pptxElementary Statistics for Business.pptx
Elementary Statistics for Business.pptx
 
Inferential statistics
Inferential statisticsInferential statistics
Inferential statistics
 
Chapter one Business statistics referesh
Chapter one Business statistics refereshChapter one Business statistics referesh
Chapter one Business statistics referesh
 
Stats LECTURE 1.pptx
Stats LECTURE 1.pptxStats LECTURE 1.pptx
Stats LECTURE 1.pptx
 
Quantitative Research Design.pptx
Quantitative Research Design.pptxQuantitative Research Design.pptx
Quantitative Research Design.pptx
 
Understanding the Different Scales of Measurement with Examples
Understanding the Different Scales of Measurement with ExamplesUnderstanding the Different Scales of Measurement with Examples
Understanding the Different Scales of Measurement with Examples
 
Quantitative research
Quantitative researchQuantitative research
Quantitative research
 
5.Measurement and scaling technique.pptx
5.Measurement and scaling technique.pptx5.Measurement and scaling technique.pptx
5.Measurement and scaling technique.pptx
 
Statistics for Physical Education
Statistics for Physical EducationStatistics for Physical Education
Statistics for Physical Education
 
7jjjjjjjjjjjjjvcxzffghjknbvfhjknbvcduukkk
7jjjjjjjjjjjjjvcxzffghjknbvfhjknbvcduukkk7jjjjjjjjjjjjjvcxzffghjknbvfhjknbvcduukkk
7jjjjjjjjjjjjjvcxzffghjknbvfhjknbvcduukkk
 
Introduction to Statistics
Introduction to StatisticsIntroduction to Statistics
Introduction to Statistics
 
AF-20-Module.pdf
AF-20-Module.pdfAF-20-Module.pdf
AF-20-Module.pdf
 
Business Stats PPT1.pptx
Business Stats PPT1.pptxBusiness Stats PPT1.pptx
Business Stats PPT1.pptx
 

More from Atiq Rehman

Regression & correlation
Regression & correlationRegression & correlation
Regression & correlationAtiq Rehman
 
Measure of dispersion
Measure of dispersionMeasure of dispersion
Measure of dispersionAtiq Rehman
 
Measure of central tendency
Measure of central tendencyMeasure of central tendency
Measure of central tendencyAtiq Rehman
 
Making Grouped Frequency Distribution
Making Grouped Frequency DistributionMaking Grouped Frequency Distribution
Making Grouped Frequency DistributionAtiq Rehman
 
Grouped Frequency Distribution
Grouped Frequency DistributionGrouped Frequency Distribution
Grouped Frequency DistributionAtiq Rehman
 
Difference between grouped and ungrouped data
Difference between grouped and ungrouped dataDifference between grouped and ungrouped data
Difference between grouped and ungrouped dataAtiq Rehman
 

More from Atiq Rehman (7)

Probability
ProbabilityProbability
Probability
 
Regression & correlation
Regression & correlationRegression & correlation
Regression & correlation
 
Measure of dispersion
Measure of dispersionMeasure of dispersion
Measure of dispersion
 
Measure of central tendency
Measure of central tendencyMeasure of central tendency
Measure of central tendency
 
Making Grouped Frequency Distribution
Making Grouped Frequency DistributionMaking Grouped Frequency Distribution
Making Grouped Frequency Distribution
 
Grouped Frequency Distribution
Grouped Frequency DistributionGrouped Frequency Distribution
Grouped Frequency Distribution
 
Difference between grouped and ungrouped data
Difference between grouped and ungrouped dataDifference between grouped and ungrouped data
Difference between grouped and ungrouped data
 

Recently uploaded

Cheap Rate Call Girls In Noida Sector 62 Metro 959961乂3876
Cheap Rate Call Girls In Noida Sector 62 Metro 959961乂3876Cheap Rate Call Girls In Noida Sector 62 Metro 959961乂3876
Cheap Rate Call Girls In Noida Sector 62 Metro 959961乂3876dlhescort
 
Cracking the Cultural Competence Code.pptx
Cracking the Cultural Competence Code.pptxCracking the Cultural Competence Code.pptx
Cracking the Cultural Competence Code.pptxWorkforce Group
 
How to Get Started in Social Media for Art League City
How to Get Started in Social Media for Art League CityHow to Get Started in Social Media for Art League City
How to Get Started in Social Media for Art League CityEric T. Tung
 
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...amitlee9823
 
Dr. Admir Softic_ presentation_Green Club_ENG.pdf
Dr. Admir Softic_ presentation_Green Club_ENG.pdfDr. Admir Softic_ presentation_Green Club_ENG.pdf
Dr. Admir Softic_ presentation_Green Club_ENG.pdfAdmir Softic
 
Russian Call Girls In Rajiv Chowk Gurgaon ❤️8448577510 ⊹Best Escorts Service ...
Russian Call Girls In Rajiv Chowk Gurgaon ❤️8448577510 ⊹Best Escorts Service ...Russian Call Girls In Rajiv Chowk Gurgaon ❤️8448577510 ⊹Best Escorts Service ...
Russian Call Girls In Rajiv Chowk Gurgaon ❤️8448577510 ⊹Best Escorts Service ...lizamodels9
 
Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...
Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...
Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...Sheetaleventcompany
 
Falcon's Invoice Discounting: Your Path to Prosperity
Falcon's Invoice Discounting: Your Path to ProsperityFalcon's Invoice Discounting: Your Path to Prosperity
Falcon's Invoice Discounting: Your Path to Prosperityhemanthkumar470700
 
Marel Q1 2024 Investor Presentation from May 8, 2024
Marel Q1 2024 Investor Presentation from May 8, 2024Marel Q1 2024 Investor Presentation from May 8, 2024
Marel Q1 2024 Investor Presentation from May 8, 2024Marel
 
Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...
Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...
Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...lizamodels9
 
Call Now ☎️🔝 9332606886🔝 Call Girls ❤ Service In Bhilwara Female Escorts Serv...
Call Now ☎️🔝 9332606886🔝 Call Girls ❤ Service In Bhilwara Female Escorts Serv...Call Now ☎️🔝 9332606886🔝 Call Girls ❤ Service In Bhilwara Female Escorts Serv...
Call Now ☎️🔝 9332606886🔝 Call Girls ❤ Service In Bhilwara Female Escorts Serv...Anamikakaur10
 
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best ServicesMysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best ServicesDipal Arora
 
Call Girls Zirakpur👧 Book Now📱7837612180 📞👉Call Girl Service In Zirakpur No A...
Call Girls Zirakpur👧 Book Now📱7837612180 📞👉Call Girl Service In Zirakpur No A...Call Girls Zirakpur👧 Book Now📱7837612180 📞👉Call Girl Service In Zirakpur No A...
Call Girls Zirakpur👧 Book Now📱7837612180 📞👉Call Girl Service In Zirakpur No A...Sheetaleventcompany
 
BAGALUR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRL
BAGALUR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRLBAGALUR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRL
BAGALUR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRLkapoorjyoti4444
 
Call Girls Ludhiana Just Call 98765-12871 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 98765-12871 Top Class Call Girl Service AvailableCall Girls Ludhiana Just Call 98765-12871 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 98765-12871 Top Class Call Girl Service AvailableSeo
 
Nelamangala Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Nelamangala Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...Nelamangala Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Nelamangala Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...amitlee9823
 
Call Girls Service In Old Town Dubai ((0551707352)) Old Town Dubai Call Girl ...
Call Girls Service In Old Town Dubai ((0551707352)) Old Town Dubai Call Girl ...Call Girls Service In Old Town Dubai ((0551707352)) Old Town Dubai Call Girl ...
Call Girls Service In Old Town Dubai ((0551707352)) Old Town Dubai Call Girl ...allensay1
 
SEO Case Study: How I Increased SEO Traffic & Ranking by 50-60% in 6 Months
SEO Case Study: How I Increased SEO Traffic & Ranking by 50-60%  in 6 MonthsSEO Case Study: How I Increased SEO Traffic & Ranking by 50-60%  in 6 Months
SEO Case Study: How I Increased SEO Traffic & Ranking by 50-60% in 6 MonthsIndeedSEO
 
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...amitlee9823
 
The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwait
The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai KuwaitThe Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwait
The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwaitdaisycvs
 

Recently uploaded (20)

Cheap Rate Call Girls In Noida Sector 62 Metro 959961乂3876
Cheap Rate Call Girls In Noida Sector 62 Metro 959961乂3876Cheap Rate Call Girls In Noida Sector 62 Metro 959961乂3876
Cheap Rate Call Girls In Noida Sector 62 Metro 959961乂3876
 
Cracking the Cultural Competence Code.pptx
Cracking the Cultural Competence Code.pptxCracking the Cultural Competence Code.pptx
Cracking the Cultural Competence Code.pptx
 
How to Get Started in Social Media for Art League City
How to Get Started in Social Media for Art League CityHow to Get Started in Social Media for Art League City
How to Get Started in Social Media for Art League City
 
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...
 
Dr. Admir Softic_ presentation_Green Club_ENG.pdf
Dr. Admir Softic_ presentation_Green Club_ENG.pdfDr. Admir Softic_ presentation_Green Club_ENG.pdf
Dr. Admir Softic_ presentation_Green Club_ENG.pdf
 
Russian Call Girls In Rajiv Chowk Gurgaon ❤️8448577510 ⊹Best Escorts Service ...
Russian Call Girls In Rajiv Chowk Gurgaon ❤️8448577510 ⊹Best Escorts Service ...Russian Call Girls In Rajiv Chowk Gurgaon ❤️8448577510 ⊹Best Escorts Service ...
Russian Call Girls In Rajiv Chowk Gurgaon ❤️8448577510 ⊹Best Escorts Service ...
 
Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...
Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...
Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...
 
Falcon's Invoice Discounting: Your Path to Prosperity
Falcon's Invoice Discounting: Your Path to ProsperityFalcon's Invoice Discounting: Your Path to Prosperity
Falcon's Invoice Discounting: Your Path to Prosperity
 
Marel Q1 2024 Investor Presentation from May 8, 2024
Marel Q1 2024 Investor Presentation from May 8, 2024Marel Q1 2024 Investor Presentation from May 8, 2024
Marel Q1 2024 Investor Presentation from May 8, 2024
 
Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...
Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...
Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...
 
Call Now ☎️🔝 9332606886🔝 Call Girls ❤ Service In Bhilwara Female Escorts Serv...
Call Now ☎️🔝 9332606886🔝 Call Girls ❤ Service In Bhilwara Female Escorts Serv...Call Now ☎️🔝 9332606886🔝 Call Girls ❤ Service In Bhilwara Female Escorts Serv...
Call Now ☎️🔝 9332606886🔝 Call Girls ❤ Service In Bhilwara Female Escorts Serv...
 
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best ServicesMysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
 
Call Girls Zirakpur👧 Book Now📱7837612180 📞👉Call Girl Service In Zirakpur No A...
Call Girls Zirakpur👧 Book Now📱7837612180 📞👉Call Girl Service In Zirakpur No A...Call Girls Zirakpur👧 Book Now📱7837612180 📞👉Call Girl Service In Zirakpur No A...
Call Girls Zirakpur👧 Book Now📱7837612180 📞👉Call Girl Service In Zirakpur No A...
 
BAGALUR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRL
BAGALUR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRLBAGALUR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRL
BAGALUR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRL
 
Call Girls Ludhiana Just Call 98765-12871 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 98765-12871 Top Class Call Girl Service AvailableCall Girls Ludhiana Just Call 98765-12871 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 98765-12871 Top Class Call Girl Service Available
 
Nelamangala Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Nelamangala Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...Nelamangala Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Nelamangala Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
 
Call Girls Service In Old Town Dubai ((0551707352)) Old Town Dubai Call Girl ...
Call Girls Service In Old Town Dubai ((0551707352)) Old Town Dubai Call Girl ...Call Girls Service In Old Town Dubai ((0551707352)) Old Town Dubai Call Girl ...
Call Girls Service In Old Town Dubai ((0551707352)) Old Town Dubai Call Girl ...
 
SEO Case Study: How I Increased SEO Traffic & Ranking by 50-60% in 6 Months
SEO Case Study: How I Increased SEO Traffic & Ranking by 50-60%  in 6 MonthsSEO Case Study: How I Increased SEO Traffic & Ranking by 50-60%  in 6 Months
SEO Case Study: How I Increased SEO Traffic & Ranking by 50-60% in 6 Months
 
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
 
The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwait
The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai KuwaitThe Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwait
The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwait
 

Introduction to Business Statistics

  • 1. Course Title: Business Statistics BBA (Hons) 2nd Semester Course Instructor: Atiq ur Rehman Shah Lecturer, Federal Urdu University of Arts, Science & Technology, Islamabad +92-345-5271959 aatresh@gmail.com
  • 2. Learning Objectives • Define statistics • Become aware of a wide range of applications of statistics in business • Differentiate between descriptive and inferential statistics • Learn about population and samples • Collection of data • Types of data
  • 3. What is Statistics? • Statistics is the science of conducting studies to collect, organize, summarize, analyze and draw conclusions from data.
  • 4. Statistics in Business • Accounting — auditing and cost estimation • Economics — regional, national, and international economic performance • Finance — investments and portfolio management • Management — human resources, compensation, and quality management • Management Information Systems — performance of systems which gather, summarize, and disseminate information to various managerial levels • Marketing — market analysis and consumer research • International Business — market and demographic analysis
  • 5. Population Versus Sample • Population — the whole • a collection of persons, objects, or items under study • Sample — a portion of the whole • a subset of the population
  • 7. Population Identifier Color RD1 Red RD2 Red RD3 Red RD4 Red RD5 Red BL1 Blue BL2 Blue GR1 Green GR2 Green GY1 Gray GY2 Gray GY3 Gray
  • 8. Sample and Sample Data Identifier Color RD2 Red RD5 Red GR1 Green GY2 Gray
  • 9. Branches of Statistics • Descriptive statistics • Inferential statistics
  • 10. Descriptive statistics • Descriptive statistics consists of the collection, organization, summarization and presentation of data. • In descriptive statistics the statistician tries to describe a situation.
  • 11. Inferential statistics • Inferential statistics consists of the generalizing from samples to population, performing estimations and hypothesis test, determining relationships among variables, and make predictions. • In inferential statistics, the statistician tries to make inferences from sample to population
  • 12. Collection of data- Levels of Data Measurement • Nominal • Ordinal • Interval • Ratio
  • 13. Nominal Level Data • Numbers representing nominal level data are used only to classify or categorize. Example: Gender 1. Male 2. Female Example: Geographic location 1. Punjab 2. Sindh 3. KPK 4. Baluchistan
  • 14. Ordinal Level Data • Numbers are used to indicate rank or order • Relative magnitude of numbers is meaningful • Differences between numbers are not comparable Example: Ranking productivity of employees Employee Rank A 2 B 3 C 1
  • 15. Example of Ordinal Measurement f i n i s h 1 2 3 4 5 6
  • 16. Ordinal Data Do you think your university is providing you adequate facilities?? 1 2 3 4 5 Strongly Agree Agree Strongly Disagree DisagreeNeutral
  • 17. Interval Level Data • Distances between consecutive integers are equal • Relative magnitude of numbers is meaningful • Differences between numbers are comparable • Location of origin, zero, is arbitrary Example: Fahrenheit Temperature 30*, 31*, 32*, 33*
  • 18. Ratio Level Data • Highest level of measurement • Relative magnitude of numbers is meaningful • Differences between numbers are comparable • Location of origin, zero, is absolute (natural) Examples: Height, Weight etc
  • 19. Types of data • Primary data • Original data collected for a specific research goal. • Secondary data • Data originally collected for a different purpose and reused for another research question.
  • 20. Activity What are the sources of primary and secondary data????