Explore Courses
Liverpool Business SchoolLiverpool Business SchoolMBA by Liverpool Business School
  • 18 Months
Bestseller
Golden Gate UniversityGolden Gate UniversityMBA (Master of Business Administration)
  • 15 Months
Popular
O.P.Jindal Global UniversityO.P.Jindal Global UniversityMaster of Business Administration (MBA)
  • 12 Months
New
Birla Institute of Management Technology Birla Institute of Management Technology Post Graduate Diploma in Management (BIMTECH)
  • 24 Months
Liverpool John Moores UniversityLiverpool John Moores UniversityMS in Data Science
  • 18 Months
Popular
IIIT BangaloreIIIT BangalorePost Graduate Programme in Data Science & AI (Executive)
  • 12 Months
Bestseller
Golden Gate UniversityGolden Gate UniversityDBA in Emerging Technologies with concentration in Generative AI
  • 3 Years
upGradupGradData Science Bootcamp with AI
  • 6 Months
New
University of MarylandIIIT BangalorePost Graduate Certificate in Data Science & AI (Executive)
  • 8-8.5 Months
upGradupGradData Science Bootcamp with AI
  • 6 months
Popular
upGrad KnowledgeHutupGrad KnowledgeHutData Engineer Bootcamp
  • Self-Paced
upGradupGradCertificate Course in Business Analytics & Consulting in association with PwC India
  • 06 Months
OP Jindal Global UniversityOP Jindal Global UniversityMaster of Design in User Experience Design
  • 12 Months
Popular
WoolfWoolfMaster of Science in Computer Science
  • 18 Months
New
Jindal Global UniversityJindal Global UniversityMaster of Design in User Experience
  • 12 Months
New
Rushford, GenevaRushford Business SchoolDBA Doctorate in Technology (Computer Science)
  • 36 Months
IIIT BangaloreIIIT BangaloreCloud Computing and DevOps Program (Executive)
  • 8 Months
New
upGrad KnowledgeHutupGrad KnowledgeHutAWS Solutions Architect Certification
  • 32 Hours
upGradupGradFull Stack Software Development Bootcamp
  • 6 Months
Popular
upGradupGradUI/UX Bootcamp
  • 3 Months
upGradupGradCloud Computing Bootcamp
  • 7.5 Months
Golden Gate University Golden Gate University Doctor of Business Administration in Digital Leadership
  • 36 Months
New
Jindal Global UniversityJindal Global UniversityMaster of Design in User Experience
  • 12 Months
New
Golden Gate University Golden Gate University Doctor of Business Administration (DBA)
  • 36 Months
Bestseller
Ecole Supérieure de Gestion et Commerce International ParisEcole Supérieure de Gestion et Commerce International ParisDoctorate of Business Administration (DBA)
  • 36 Months
Rushford, GenevaRushford Business SchoolDoctorate of Business Administration (DBA)
  • 36 Months
KnowledgeHut upGradKnowledgeHut upGradSAFe® 6.0 Certified ScrumMaster (SSM) Training
  • Self-Paced
KnowledgeHut upGradKnowledgeHut upGradPMP® certification
  • Self-Paced
IIM KozhikodeIIM KozhikodeProfessional Certification in HR Management and Analytics
  • 6 Months
Bestseller
Duke CEDuke CEPost Graduate Certificate in Product Management
  • 4-8 Months
Bestseller
upGrad KnowledgeHutupGrad KnowledgeHutLeading SAFe® 6.0 Certification
  • 16 Hours
Popular
upGrad KnowledgeHutupGrad KnowledgeHutCertified ScrumMaster®(CSM) Training
  • 16 Hours
Bestseller
PwCupGrad CampusCertification Program in Financial Modelling & Analysis in association with PwC India
  • 4 Months
upGrad KnowledgeHutupGrad KnowledgeHutSAFe® 6.0 POPM Certification
  • 16 Hours
O.P.Jindal Global UniversityO.P.Jindal Global UniversityMaster of Science in Artificial Intelligence and Data Science
  • 12 Months
Bestseller
Liverpool John Moores University Liverpool John Moores University MS in Machine Learning & AI
  • 18 Months
Popular
Golden Gate UniversityGolden Gate UniversityDBA in Emerging Technologies with concentration in Generative AI
  • 3 Years
IIIT BangaloreIIIT BangaloreExecutive Post Graduate Programme in Machine Learning & AI
  • 13 Months
Bestseller
IIITBIIITBExecutive Program in Generative AI for Leaders
  • 4 Months
upGradupGradAdvanced Certificate Program in GenerativeAI
  • 4 Months
New
IIIT BangaloreIIIT BangalorePost Graduate Certificate in Machine Learning & Deep Learning (Executive)
  • 8 Months
Bestseller
Jindal Global UniversityJindal Global UniversityMaster of Design in User Experience
  • 12 Months
New
Liverpool Business SchoolLiverpool Business SchoolMBA with Marketing Concentration
  • 18 Months
Bestseller
Golden Gate UniversityGolden Gate UniversityMBA with Marketing Concentration
  • 15 Months
Popular
MICAMICAAdvanced Certificate in Digital Marketing and Communication
  • 6 Months
Bestseller
MICAMICAAdvanced Certificate in Brand Communication Management
  • 5 Months
Popular
upGradupGradDigital Marketing Accelerator Program
  • 05 Months
Jindal Global Law SchoolJindal Global Law SchoolLL.M. in Corporate & Financial Law
  • 12 Months
Bestseller
Jindal Global Law SchoolJindal Global Law SchoolLL.M. in AI and Emerging Technologies (Blended Learning Program)
  • 12 Months
Jindal Global Law SchoolJindal Global Law SchoolLL.M. in Intellectual Property & Technology Law
  • 12 Months
Jindal Global Law SchoolJindal Global Law SchoolLL.M. in Dispute Resolution
  • 12 Months
upGradupGradContract Law Certificate Program
  • Self paced
New
ESGCI, ParisESGCI, ParisDoctorate of Business Administration (DBA) from ESGCI, Paris
  • 36 Months
Golden Gate University Golden Gate University Doctor of Business Administration From Golden Gate University, San Francisco
  • 36 Months
Rushford Business SchoolRushford Business SchoolDoctor of Business Administration from Rushford Business School, Switzerland)
  • 36 Months
Edgewood CollegeEdgewood CollegeDoctorate of Business Administration from Edgewood College
  • 24 Months
Golden Gate UniversityGolden Gate UniversityDBA in Emerging Technologies with Concentration in Generative AI
  • 36 Months
Golden Gate University Golden Gate University DBA in Digital Leadership from Golden Gate University, San Francisco
  • 36 Months
Liverpool Business SchoolLiverpool Business SchoolMBA by Liverpool Business School
  • 18 Months
Bestseller
Golden Gate UniversityGolden Gate UniversityMBA (Master of Business Administration)
  • 15 Months
Popular
O.P.Jindal Global UniversityO.P.Jindal Global UniversityMaster of Business Administration (MBA)
  • 12 Months
New
Deakin Business School and Institute of Management Technology, GhaziabadDeakin Business School and IMT, GhaziabadMBA (Master of Business Administration)
  • 12 Months
Liverpool John Moores UniversityLiverpool John Moores UniversityMS in Data Science
  • 18 Months
Bestseller
O.P.Jindal Global UniversityO.P.Jindal Global UniversityMaster of Science in Artificial Intelligence and Data Science
  • 12 Months
Bestseller
IIIT BangaloreIIIT BangalorePost Graduate Programme in Data Science (Executive)
  • 12 Months
Bestseller
O.P.Jindal Global UniversityO.P.Jindal Global UniversityO.P.Jindal Global University
  • 12 Months
WoolfWoolfMaster of Science in Computer Science
  • 18 Months
New
Liverpool John Moores University Liverpool John Moores University MS in Machine Learning & AI
  • 18 Months
Popular
Golden Gate UniversityGolden Gate UniversityDBA in Emerging Technologies with concentration in Generative AI
  • 3 Years
Rushford, GenevaRushford Business SchoolDoctorate of Business Administration (AI/ML)
  • 36 Months
Ecole Supérieure de Gestion et Commerce International ParisEcole Supérieure de Gestion et Commerce International ParisDBA Specialisation in AI & ML
  • 36 Months
Golden Gate University Golden Gate University Doctor of Business Administration (DBA)
  • 36 Months
Bestseller
Ecole Supérieure de Gestion et Commerce International ParisEcole Supérieure de Gestion et Commerce International ParisDoctorate of Business Administration (DBA)
  • 36 Months
Rushford, GenevaRushford Business SchoolDoctorate of Business Administration (DBA)
  • 36 Months
Liverpool Business SchoolLiverpool Business SchoolMBA with Marketing Concentration
  • 18 Months
Bestseller
Golden Gate UniversityGolden Gate UniversityMBA with Marketing Concentration
  • 15 Months
Popular
Jindal Global Law SchoolJindal Global Law SchoolLL.M. in Corporate & Financial Law
  • 12 Months
Bestseller
Jindal Global Law SchoolJindal Global Law SchoolLL.M. in Intellectual Property & Technology Law
  • 12 Months
Jindal Global Law SchoolJindal Global Law SchoolLL.M. in Dispute Resolution
  • 12 Months
IIITBIIITBExecutive Program in Generative AI for Leaders
  • 4 Months
New
IIIT BangaloreIIIT BangaloreExecutive Post Graduate Programme in Machine Learning & AI
  • 13 Months
Bestseller
upGradupGradData Science Bootcamp with AI
  • 6 Months
New
upGradupGradAdvanced Certificate Program in GenerativeAI
  • 4 Months
New
KnowledgeHut upGradKnowledgeHut upGradSAFe® 6.0 Certified ScrumMaster (SSM) Training
  • Self-Paced
upGrad KnowledgeHutupGrad KnowledgeHutCertified ScrumMaster®(CSM) Training
  • 16 Hours
upGrad KnowledgeHutupGrad KnowledgeHutLeading SAFe® 6.0 Certification
  • 16 Hours
KnowledgeHut upGradKnowledgeHut upGradPMP® certification
  • Self-Paced
upGrad KnowledgeHutupGrad KnowledgeHutAWS Solutions Architect Certification
  • 32 Hours
upGrad KnowledgeHutupGrad KnowledgeHutAzure Administrator Certification (AZ-104)
  • 24 Hours
KnowledgeHut upGradKnowledgeHut upGradAWS Cloud Practioner Essentials Certification
  • 1 Week
KnowledgeHut upGradKnowledgeHut upGradAzure Data Engineering Training (DP-203)
  • 1 Week
MICAMICAAdvanced Certificate in Digital Marketing and Communication
  • 6 Months
Bestseller
MICAMICAAdvanced Certificate in Brand Communication Management
  • 5 Months
Popular
IIM KozhikodeIIM KozhikodeProfessional Certification in HR Management and Analytics
  • 6 Months
Bestseller
Duke CEDuke CEPost Graduate Certificate in Product Management
  • 4-8 Months
Bestseller
Loyola Institute of Business Administration (LIBA)Loyola Institute of Business Administration (LIBA)Executive PG Programme in Human Resource Management
  • 11 Months
Popular
Goa Institute of ManagementGoa Institute of ManagementExecutive PG Program in Healthcare Management
  • 11 Months
IMT GhaziabadIMT GhaziabadAdvanced General Management Program
  • 11 Months
Golden Gate UniversityGolden Gate UniversityProfessional Certificate in Global Business Management
  • 6-8 Months
upGradupGradContract Law Certificate Program
  • Self paced
New
IU, GermanyIU, GermanyMaster of Business Administration (90 ECTS)
  • 18 Months
Bestseller
IU, GermanyIU, GermanyMaster in International Management (120 ECTS)
  • 24 Months
Popular
IU, GermanyIU, GermanyB.Sc. Computer Science (180 ECTS)
  • 36 Months
Clark UniversityClark UniversityMaster of Business Administration
  • 23 Months
New
Golden Gate UniversityGolden Gate UniversityMaster of Business Administration
  • 20 Months
Clark University, USClark University, USMS in Project Management
  • 20 Months
New
Edgewood CollegeEdgewood CollegeMaster of Business Administration
  • 23 Months
The American Business SchoolThe American Business SchoolMBA with specialization
  • 23 Months
New
Aivancity ParisAivancity ParisMSc Artificial Intelligence Engineering
  • 24 Months
Aivancity ParisAivancity ParisMSc Data Engineering
  • 24 Months
The American Business SchoolThe American Business SchoolMBA with specialization
  • 23 Months
New
Aivancity ParisAivancity ParisMSc Artificial Intelligence Engineering
  • 24 Months
Aivancity ParisAivancity ParisMSc Data Engineering
  • 24 Months
upGradupGradData Science Bootcamp with AI
  • 6 Months
Popular
upGrad KnowledgeHutupGrad KnowledgeHutData Engineer Bootcamp
  • Self-Paced
upGradupGradFull Stack Software Development Bootcamp
  • 6 Months
Bestseller
KnowledgeHut upGradKnowledgeHut upGradBackend Development Bootcamp
  • Self-Paced
upGradupGradUI/UX Bootcamp
  • 3 Months
upGradupGradCloud Computing Bootcamp
  • 7.5 Months
PwCupGrad CampusCertification Program in Financial Modelling & Analysis in association with PwC India
  • 5 Months
upGrad KnowledgeHutupGrad KnowledgeHutSAFe® 6.0 POPM Certification
  • 16 Hours
upGradupGradDigital Marketing Accelerator Program
  • 05 Months
upGradupGradAdvanced Certificate Program in GenerativeAI
  • 4 Months
New
upGradupGradData Science Bootcamp with AI
  • 6 Months
Popular
upGradupGradFull Stack Software Development Bootcamp
  • 6 Months
Bestseller
upGradupGradUI/UX Bootcamp
  • 3 Months
PwCupGrad CampusCertification Program in Financial Modelling & Analysis in association with PwC India
  • 4 Months
upGradupGradCertificate Course in Business Analytics & Consulting in association with PwC India
  • 06 Months
upGradupGradDigital Marketing Accelerator Program
  • 05 Months

Basic Fundamentals of Business Statistics

Updated on 24 April, 2024

5.71K+ views
7 min read

When talking about the basic fundamentals of business statistics, it is vital first to understand what statistics represents and its evolution to its current format where it can be used for business.

Statistics and Its Characteristics

The etymology of the word statistics comes from the Latin word status via the Italian word Statista. Similar to the English word, these words mean “State”, namely the geopolitical kind. Since the earliest form of data collection was about people and was used for administrative and political purposes, the name stuck. The current dictionary definition of the word refers to facts that can be numerically expressed and often tabulated. Based on this definition, there are specific characteristics that statistics follow. 

Check Out upGrad’s Business Analytics Courses

It is an aggregation of facts. It means that standalone figures cannot take any statistical form. We can neither compare them nor can any meaningful inference be drawn from them. Only an array of facts that allows us to reach a logical conclusion can be considered statistical data. All statistics involves numerical data, but not all numbers constitute statistics. 

Another essential characteristic is the numerical representation of statistics. If the data cannot be numerically expressed, it is not statistics. Objective facts, therefore, often qualify, whereas subjective attributes like greed, honesty, corruption, to name a few, can only be expressed as a percentage of people having an opinion of that feeling. 

Furthermore, statistics should be mutually related. It means that the data within a statistical set can be compared with one another. If the data is unrelated, then we cannot call it statistics. 

Statistics should be methodically collected for a fixed purpose. Before collecting the data, statistics requires that the plan of work be defined along with the scope. Statisticians should adhere to these. Along with this, there must be a pre-defined purpose for beginning the process. Without specifying any of them, we cannot gather statistical data. 

Statistics are variable and reactive. The numerical data collected is often not independent and depends on various outside factors and variables, which influence them. 

The final characteristic of statistics is that there should be a reasonable expectation of accuracy in the collection of statistics. Statistics, by definition, deals with a large aggregate of data. Therefore, when drawing inferences, it is often not possible to deal with the entire data set. At such times, the process statisticians use is called sampling. They take a sample and then draw their conclusions from it. They then apply it to the real data set that the selection is supposed to represent. The accuracy of the sample is dependent on the type of enquiry and its objective. If this accuracy is not maintained, extrapolation to the entire data might give faulty results.

Learn Job-ready Program in Business Analytics from upGrad to become a certified Business Analyst professional. Fast-track your professional career after graduation with this Business analytics course with placement assistance.

What does Business Statistics Mean?

A very recent survey in an investment news source reported that nearly all businesses face a need to manage unstructured data. Almost half of the respondents said that they need that done frequently. These statistics point to the need of business statistics in the workplace. Organizations are nowadays increasingly dependent on professionals who can take statistical data and analyze them to draw logical inferences for growth in business productivity. In today’s cut-throat business environment, using and not using business statistics can be the difference between growth, competitiveness, financial stability, and growing bust. Professionals who are qualified in this field interpret the business’s data, and they can give suggestions to the management to enhance health and growth in the company. 

Check out upGrads’s Data Analytics Certificate Program from Caltech

When we define business statistics, it means the methods used to analyze, demarcate, interpret and compile data. Personnel having the requisite qualifications or experience in business statistics can reach conclusions from these numerical arrays on various parameters. They can include products, services, target audience, competitors, and consumers, which can all help the business reach the right decisions to grow their business. Statisticians and analysts can create multiple models from the same data set to observe trendlines and projections. 

One of the major reasons to interpret the statistical data is to know about the company’s current health and not just the future projections. Understanding the current health of the company can help create better policies in real-time. On the other hand, they can use statistics to infer the possible future growth of the business. This concept is known as inferential statistics. 

By studying various statistical models, business statistics personnel in a company can distinguish between the different supply and demand trends currently roiling the market and help the company adjust to the situation. Experts who can identify the meaning from such statistical data are often in a position to give a competitive edge to their own companies by allowing them to adjust their strategies in real-world scenarios. One of the most important components of such data is to lead long-term thinking in an organization. This allows to establish business targets, which in turn dictate the Key Performance Indicators (KPI) of all employees in that company. 

Business Statistics Concepts

In business statistics, as with the larger field, there are two streams within it. One of them is descriptive, the other is inferential. Descriptive statistics work by taking into account various central tendency measures and calculating variabilities, spread, and deviations from there. On the other hand, inferential statistics deal with drawing an inference from a data sample by extrapolating it to the whole data set. It involves complex mathematical functions and business professionals generally use it. 

Detailing more, descriptive statistics uses its interpretation on a finite data set with a fixed number of elements. Professionals in this realm use this discipline of statistics when analyzing one distinctive data set. Experts can use this data set to gauge an idea of mean, median and mode. From taking this information, they can then establish patterns about the whole population. This helps an organization evaluate present data trends, such as an average volume of subscriptions per month and compare it to the cost of generating content. 

Inferential statistics, on the contrary, deals with projections from the current data set. It examines the connection between the sampled data set and the wider population. As mentioned before, it is not feasible to often study the entire population. Inferential statisticians send out, for example, feedback surveys to a subset from the total set of clients, who they feel are representative. Based on the sample size’s feedback and analysis, inferences can be drawn about potential feedback from all clients. 

Those professionals in this line must have a firm grasp of measurement concepts. Various such concepts relate to both descriptive and inferential statistics. One such concept is sampling distribution, which refers to the probability distribution within a statistical data set by considering many samples within the same population. This helps experts to earmark multiple random samples of a population. An example of this concept in action can be found in the probability of two different customers of different ages buying the same product at different intervals. It can help derive the time distribution without having to ask physically or by email. Inferential statistics also employs sampling distribution to derive information about a population. Another such measurement concept is the normal random variable.

Business Statistics and Its Value

Having learned some of the basic fundamentals of business statistics,we now have to understand its value to the corporation. In other words, why does an organization need qualified professionals in this field at all? The straightforward answer to this question is that we can streamline operations in the present and profitability in the future with business statistics. By aligning KPIs, it can also ensure that human resources work to maximum efficiency. 

On the subject of efficient human resource management, professionals can use business statistics internally to increase employee productivity. For example, statistical data shows that a particular employee struggles to meet targets regularly at the end of the week. Still, at the beginning and in the middle, they are instead ahead of the curve. Statisticians can draw such inferences from the data and report to the management. In turn, the management might decide that instead of setting targets for that particular employees right before the weekend, a better option might be to set it in the middle of the week. 

Another direct value of business statistic is that it can be used to make the company’s financial position more secure in the market. This often requires business statisticians and analysts to work together with the accounting team. They can use statistical methods to note possible profit streams and they can use the same techniques to create budgets regularly to ensure that the company remains financially sustainable in the short-term. These experts can also discern various trends in the market, especially at it relates to consumer habits. Based on annual data, they can project the product demand based on a particular time. 

Nowadays, business statistics have entirely changed the way organizations collect and interpret data. Most organizations, cutting across industries, now lean on data to analyze trends they then use to make vital decisions for internal business and external market-related issues. 

In this era of startup culture, business management is instrumental for aspiring entrepreneurs. It covers all the essentials of business administration, management, and leadership. Organisations readily hire qualified and skilled MBA graduates from top colleges by paying hefty annual packages. 

If you, too, wish to land a high-paying job profile, check out Job-ready Program in Business Analytics. This 5.5 month curriculum is designed for freshers with 1:1 sessions with industry experts.