Statistics is the science of collecting, organizing, summarizing, analyzing, and interpreting data. It has its origins in Latin and other languages and refers to quantitative aspects of data management and meaningful interpretation. Statistics can be used in both plural and singular senses - referring either to numerical data or the methods used to analyze data. It is useful for converting random data into understandable information to aid in decision making. Statistics has important applications in business, government, industry, economics, and other fields for functions like presenting information simply, comparing facts, formulating policies, and forecasting.
This document provides an introduction and overview of statistics. It discusses that statistics refers to both the collection and analysis of quantitative data, as well as the scientific methods used. The document outlines the key stages of statistics including data collection, organization, presentation, analysis and interpretation. It also discusses the nature of statistics as both a science and an art. The subject matter is divided into descriptive and inferential statistics. Limitations, scope, functions and importance of statistics are also summarized.
Unit 1 Introduction to Statistics with history (1).pptxDrSJayashree
This document provides an overview of an introductory statistics course, outlining 6 units of study and their associated hours. Unit 1 covers basic concepts for 5 hours. Unit 2 covers diagrams and graphs for 7 hours. Unit 3 covers measures of central tendency, like mean, median and mode, for 15 hours. Unit 4 covers measures of dispersion like range and standard deviation for 13 hours. Unit 5 covers correlation and regression analysis for 10 hours. Unit 6 covers time series analysis for 10 hours.
This document provides an overview of statistics as a subject. It begins by defining statistics as both numerical data and statistical methods. It then discusses various types of data including primary and secondary data. Key aspects of working with data are covered such as classification, tabulation, presentation, analysis, and interpretation. The importance of statistics in fields like business, economics, and education is highlighted. Limitations of statistics and causes of distrust are also reviewed.
The document discusses business statistics and its importance. It defines statistics as the study of collecting, organizing, analyzing, and interpreting numerical data. There are five stages to statistical investigation: data collection, organization, presentation, analysis, and interpretation of results. Statistics helps simplify complex data, facilitate comparison between data sets, test hypotheses, formulate policies, and derive valid inferences. However, statistics has limitations as it does not study individuals, statistical laws are approximations rather than exact, and it only analyzes aggregated data rather than individual observations.
This document discusses the scope and uses of statistics across various fields such as planning, economics, business, industry, mathematics, science, psychology, education, war, banking, government, sociology, and more. It outlines functions of statistics like presenting facts, testing hypotheses, forecasting, policymaking, enlarging knowledge, measuring uncertainty, simplifying data, deriving valid inferences, and drawing rational conclusions. It also covers characteristics, advantages, and limitations of statistics.
Statistics is the study of collecting, organizing, summarizing, and analyzing numerical data. It has both a plural sense, referring to aggregates of numerical facts, and a singular sense, referring to the methods used to summarize such data. Statistics is important for government, economics, planning, and business as it simplifies complex facts, allows for comparisons, and aids in forecasting and testing hypotheses.
Introduction statistical techinique in business and eonomics by douglas a lindRubel Islam
This document provides an overview of basic statistics. It discusses the origin and meaning of statistics, including its derivation from the Latin word "status" and its use as a measure of economic, political, and social conditions. Statistics is defined as the collection, organization, analysis, and interpretation of data, and it is divided into descriptive statistics which summarizes data and inferential statistics which determines something about a population from a sample. The document also covers types of statistics, importance of statistics, characteristics, limitations, and abuses of statistics.
Statisticians help collect, analyze, and interpret numerical data to solve problems and make predictions. The steps of statistical analysis involve collecting information, evaluating it, and drawing conclusions. Statisticians work in a variety of fields such as medicine, government, education, business, and more. They help determine sampling methods, process data, and advise on the strengths and limitations of statistical results.
Notes of BBA /B.Com as well as BCA. It will help average students to learn Business Statistics. It will help MBA and PGDM students in Quantitative Analysis.
1. The document discusses the meaning, uses, functions, importance and limitations of statistics. It defines statistics as the collection, presentation, analysis and interpretation of numerical data.
2. Statistics has various uses across different fields such as policy planning, management, education, commerce and accounts. It helps present facts precisely and enables comparison, correlation, formulation and testing of hypotheses, and forecasting.
3. While statistics is important for planning, administration, economics and more, it also has limitations such as only studying aggregates, numerical data, and being an average. Statistics can also be misused if not used carefully by experts.
Basics of Research Types of Data ClassificationHarshit Pandey
This document provides an introduction and overview of research methods and statistics. It begins by outlining the origins and early contributors to statistics as a field, including its use in state administration starting in the 17th century. Key concepts in statistics such as variables, populations, samples, and levels of measurement are then defined. The document distinguishes between descriptive and inferential statistics, outlining common techniques for each. It concludes by discussing the scope and limitations of statistics as a scientific discipline.
Statistics is a basic and important tool for professionals in all fields all over the worlds. This document provides the importance and scope of Statistics in major fields of study like a business, management, planning etc.
This document provides an overview of statistics as a subject. It discusses that statistics has applications in many fields like agriculture, economics, commerce, biology, etc. The word "statistics" is derived from the Latin word "status" meaning state. Statistics involves collecting, organizing, analyzing and interpreting numerical data to make conclusions and decisions. It has various functions like condensation, comparison, forecasting and testing hypotheses. Statistics has limitations as well, as it does not study individuals or qualitative phenomena. The document also discusses topics like scope of statistics, collection of data, classification and tabulation of data.
This document provides an overview of a course on business statistics. It includes 10 chapters that cover topics like descriptive statistics, measures of central tendency, measures of dispersion, probability, and the use of Excel for statistical analysis. The document also provides learning objectives for each chapter. For example, chapter 2 focuses on descriptive statistics and covers collecting, processing, and presenting data. It aims to describe descriptive and inferential statistics and explain how to collect, classify, tabulate, and present data diagrammatically and graphically using various charts and graphs.
Statistics is the collection, organization, analysis, interpretation, and presentation of data. It involves numerically expressing facts in a systematic manner and relating them to each other to aid decision making under uncertainty. The key functions of statistics include presenting facts definitively, enabling comparison and correlation, formulating and testing hypotheses, forecasting, and informing policymaking. Statistics has wide applications in fields such as business, government, healthcare, and research.
This document provides an introduction to statistics, including definitions, objectives, functions, scope, and limitations. It defines statistics as the science of collecting, analyzing, and interpreting quantitative data. The objectives of statistics include making sense of large data sets and using data to forecast trends and examine changes. Statistics has broad applications across government, business, economics, science and other fields. However, it also has limitations such as ignoring qualitative factors and not revealing all details. The document also outlines the steps involved in a statistical investigation, including planning and executing a study.
This document provides information about a statistics course, including:
- The course is taught by Prof. T RAMA KRISHNA RAO and covers 5 units: measures of central tendency, measures of variation, correlation analysis, index numbers, and time series analysis.
- Previous year question papers from 2016-2013 are provided, with questions on topics like defining statistics, classification vs tabulation, and representing data visually.
- Key concepts from the first unit on statistics are defined, like data, characteristics of statistics, importance and scope of statistics, and limitations of statistics. Data sources like primary and secondary data are also mentioned.
This document provides an introduction and definition of statistics. It discusses statistics in both the plural and singular sense, as numerical data and as a method of study, respectively. It also outlines the basic terminologies in statistics such as data, population, sample, parameters, variables, and scales of measurement. Finally, it discusses the classification and applications of statistics as well as its limitations.
Statistics is the study of collecting, organizing, summarizing, and analyzing numerical data. It has both a plural sense, referring to aggregates of numerical facts, and a singular sense, referring to the methods used to summarize such data. Statistics is important for government, economics, planning, and business as it simplifies complex facts, allows for comparisons, and aids in forecasting and testing hypotheses.
Introduction statistical techinique in business and eonomics by douglas a lindRubel Islam
This document provides an overview of basic statistics. It discusses the origin and meaning of statistics, including its derivation from the Latin word "status" and its use as a measure of economic, political, and social conditions. Statistics is defined as the collection, organization, analysis, and interpretation of data, and it is divided into descriptive statistics which summarizes data and inferential statistics which determines something about a population from a sample. The document also covers types of statistics, importance of statistics, characteristics, limitations, and abuses of statistics.
Statisticians help collect, analyze, and interpret numerical data to solve problems and make predictions. The steps of statistical analysis involve collecting information, evaluating it, and drawing conclusions. Statisticians work in a variety of fields such as medicine, government, education, business, and more. They help determine sampling methods, process data, and advise on the strengths and limitations of statistical results.
Notes of BBA /B.Com as well as BCA. It will help average students to learn Business Statistics. It will help MBA and PGDM students in Quantitative Analysis.
1. The document discusses the meaning, uses, functions, importance and limitations of statistics. It defines statistics as the collection, presentation, analysis and interpretation of numerical data.
2. Statistics has various uses across different fields such as policy planning, management, education, commerce and accounts. It helps present facts precisely and enables comparison, correlation, formulation and testing of hypotheses, and forecasting.
3. While statistics is important for planning, administration, economics and more, it also has limitations such as only studying aggregates, numerical data, and being an average. Statistics can also be misused if not used carefully by experts.
Basics of Research Types of Data ClassificationHarshit Pandey
This document provides an introduction and overview of research methods and statistics. It begins by outlining the origins and early contributors to statistics as a field, including its use in state administration starting in the 17th century. Key concepts in statistics such as variables, populations, samples, and levels of measurement are then defined. The document distinguishes between descriptive and inferential statistics, outlining common techniques for each. It concludes by discussing the scope and limitations of statistics as a scientific discipline.
Statistics is a basic and important tool for professionals in all fields all over the worlds. This document provides the importance and scope of Statistics in major fields of study like a business, management, planning etc.
This document provides an overview of statistics as a subject. It discusses that statistics has applications in many fields like agriculture, economics, commerce, biology, etc. The word "statistics" is derived from the Latin word "status" meaning state. Statistics involves collecting, organizing, analyzing and interpreting numerical data to make conclusions and decisions. It has various functions like condensation, comparison, forecasting and testing hypotheses. Statistics has limitations as well, as it does not study individuals or qualitative phenomena. The document also discusses topics like scope of statistics, collection of data, classification and tabulation of data.
This document provides an overview of a course on business statistics. It includes 10 chapters that cover topics like descriptive statistics, measures of central tendency, measures of dispersion, probability, and the use of Excel for statistical analysis. The document also provides learning objectives for each chapter. For example, chapter 2 focuses on descriptive statistics and covers collecting, processing, and presenting data. It aims to describe descriptive and inferential statistics and explain how to collect, classify, tabulate, and present data diagrammatically and graphically using various charts and graphs.
Statistics is the collection, organization, analysis, interpretation, and presentation of data. It involves numerically expressing facts in a systematic manner and relating them to each other to aid decision making under uncertainty. The key functions of statistics include presenting facts definitively, enabling comparison and correlation, formulating and testing hypotheses, forecasting, and informing policymaking. Statistics has wide applications in fields such as business, government, healthcare, and research.
This document provides an introduction to statistics, including definitions, objectives, functions, scope, and limitations. It defines statistics as the science of collecting, analyzing, and interpreting quantitative data. The objectives of statistics include making sense of large data sets and using data to forecast trends and examine changes. Statistics has broad applications across government, business, economics, science and other fields. However, it also has limitations such as ignoring qualitative factors and not revealing all details. The document also outlines the steps involved in a statistical investigation, including planning and executing a study.
This document provides information about a statistics course, including:
- The course is taught by Prof. T RAMA KRISHNA RAO and covers 5 units: measures of central tendency, measures of variation, correlation analysis, index numbers, and time series analysis.
- Previous year question papers from 2016-2013 are provided, with questions on topics like defining statistics, classification vs tabulation, and representing data visually.
- Key concepts from the first unit on statistics are defined, like data, characteristics of statistics, importance and scope of statistics, and limitations of statistics. Data sources like primary and secondary data are also mentioned.
This document provides an introduction and definition of statistics. It discusses statistics in both the plural and singular sense, as numerical data and as a method of study, respectively. It also outlines the basic terminologies in statistics such as data, population, sample, parameters, variables, and scales of measurement. Finally, it discusses the classification and applications of statistics as well as its limitations.
All About the 990 Unlocking Its Mysteries and Its Power.pdfTechSoup
In this webinar, nonprofit CPA Gregg S. Bossen shares some of the mysteries of the 990, IRS requirements — which form to file (990N, 990EZ, 990PF, or 990), and what it says about your organization, and how to leverage it to make your organization shine.
Redesigning Education as a Cognitive Ecosystem: Practical Insights into Emerg...Leonel Morgado
Slides used at the Invited Talk at the Harvard - Education University of Hong Kong - Stanford Joint Symposium, "Emerging Technologies and Future Talents", 2025-05-10, Hong Kong, China.
How to Create Kanban View in Odoo 18 - Odoo SlidesCeline George
The Kanban view in Odoo is a visual interface that organizes records into cards across columns, representing different stages of a process. It is used to manage tasks, workflows, or any categorized data, allowing users to easily track progress by moving cards between stages.
How to Manage Upselling in Odoo 18 SalesCeline George
In this slide, we’ll discuss on how to manage upselling in Odoo 18 Sales module. Upselling in Odoo is a powerful sales technique that allows you to increase the average order value by suggesting additional or more premium products or services to your customers.
How to Configure Public Holidays & Mandatory Days in Odoo 18Celine George
In this slide, we’ll explore the steps to set up and manage Public Holidays and Mandatory Days in Odoo 18 effectively. Managing Public Holidays and Mandatory Days is essential for maintaining an organized and compliant work schedule in any organization.
How to Create A Todo List In Todo of Odoo 18Celine George
In this slide, we’ll discuss on how to create a Todo List In Todo of Odoo 18. Odoo 18’s Todo module provides a simple yet powerful way to create and manage your to-do lists, ensuring that no task is overlooked.
How to Add Customer Note in Odoo 18 POS - Odoo SlidesCeline George
In this slide, we’ll discuss on how to add customer note in Odoo 18 POS module. Customer Notes in Odoo 18 POS allow you to add specific instructions or information related to individual order lines or the entire order.
What is the Philosophy of Statistics? (and how I was drawn to it)jemille6
What is the Philosophy of Statistics? (and how I was drawn to it)
Deborah G Mayo
At Dept of Philosophy, Virginia Tech
April 30, 2025
ABSTRACT: I give an introductory discussion of two key philosophical controversies in statistics in relation to today’s "replication crisis" in science: the role of probability, and the nature of evidence, in error-prone inference. I begin with a simple principle: We don’t have evidence for a claim C if little, if anything, has been done that would have found C false (or specifically flawed), even if it is. Along the way, I’ll sprinkle in some autobiographical reflections.
This chapter provides an in-depth overview of the viscosity of macromolecules, an essential concept in biophysics and medical sciences, especially in understanding fluid behavior like blood flow in the human body.
Key concepts covered include:
✅ Definition and Types of Viscosity: Dynamic vs. Kinematic viscosity, cohesion, and adhesion.
⚙️ Methods of Measuring Viscosity:
Rotary Viscometer
Vibrational Viscometer
Falling Object Method
Capillary Viscometer
🌡️ Factors Affecting Viscosity: Temperature, composition, flow rate.
🩺 Clinical Relevance: Impact of blood viscosity in cardiovascular health.
🌊 Fluid Dynamics: Laminar vs. turbulent flow, Reynolds number.
🔬 Extension Techniques:
Chromatography (adsorption, partition, TLC, etc.)
Electrophoresis (protein/DNA separation)
Sedimentation and Centrifugation methods.
Ajanta Paintings: Study as a Source of HistoryVirag Sontakke
This Presentation is prepared for Graduate Students. A presentation that provides basic information about the topic. Students should seek further information from the recommended books and articles. This presentation is only for students and purely for academic purposes. I took/copied the pictures/maps included in the presentation are from the internet. The presenter is thankful to them and herewith courtesy is given to all. This presentation is only for academic purposes.
In this concise presentation, Dr. G.S. Virdi (Former Chief Scientist, CSIR-CEERI, Pilani) introduces the Junction Field-Effect Transistor (JFET)—a cornerstone of modern analog electronics. You’ll discover:
Why JFETs? Learn how their high input impedance and low noise solve the drawbacks of bipolar transistors.
JFET vs. MOSFET: Understand the core differences between JFET and MOSFET devices.
Internal Structure: See how source, drain, gate, and the depletion region form a controllable semiconductor channel.
Real-World Applications: Explore where JFETs power amplifiers, sensors, and precision circuits.
Perfect for electronics students, hobbyists, and practicing engineers looking for a clear, practical guide to JFET technology.
Happy May and Happy Weekend, My Guest Students.
Weekends seem more popular for Workshop Class Days lol.
These Presentations are timeless. Tune in anytime, any weekend.
<<I am Adult EDU Vocational, Ordained, Certified and Experienced. Course genres are personal development for holistic health, healing, and self care. I am also skilled in Health Sciences. However; I am not coaching at this time.>>
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Understanding Vibrations
If not experienced, it may seem weird understanding vibes? We start small and by accident. Usually, we learn about vibrations within social. Examples are: That bad vibe you felt. Also, that good feeling you had. These are common situations we often have naturally. We chit chat about it then let it go. However; those are called vibes using your instincts. Then, your senses are called your intuition. We all can develop the gift of intuition and using energy awareness.
Energy Healing
First, Energy healing is universal. This is also true for Reiki as an art and rehab resource. Within the Health Sciences, Rehab has changed dramatically. The term is now very flexible.
Reiki alone, expanded tremendously during the past 3 years. Distant healing is almost more popular than one-on-one sessions? It’s not a replacement by all means. However, its now easier access online vs local sessions. This does break limit barriers providing instant comfort.
Practice Poses
You can stand within mountain pose Tadasana to get started.
Also, you can start within a lotus Sitting Position to begin a session.
There’s no wrong or right way. Maybe if you are rushing, that’s incorrect lol. The key is being comfortable, calm, at peace. This begins any session.
Also using props like candles, incenses, even going outdoors for fresh air.
(See Presentation for all sections, THX)
Clearing Karma, Letting go.
Now, that you understand more about energies, vibrations, the practice fusions, let’s go deeper. I wanted to make sure you all were comfortable. These sessions are for all levels from beginner to review.
Again See the presentation slides, Thx.
Rock Art As a Source of Ancient Indian HistoryVirag Sontakke
This Presentation is prepared for Graduate Students. A presentation that provides basic information about the topic. Students should seek further information from the recommended books and articles. This presentation is only for students and purely for academic purposes. I took/copied the pictures/maps included in the presentation are from the internet. The presenter is thankful to them and herewith courtesy is given to all. This presentation is only for academic purposes.
1. Introduction Statistics
1
• Statistics is generally used to mean quantitative aspects of
data management but as a subject of study it refers to body
of principles and procedures developed for collection,
classification, summarization and meaningful interpretation
and for the use of such data.
•The discipline is useful in converting random data to
understandable information and aids in strategic business
decision making.
Statistics has its origin in Latin word Status, Italian word
Statista and German term Statistik all of which mean
“Political State”. In ancient times the beginning of Statistics
was made to meet the requirements of State primarily and
hence the name.
The term Statistics is generally used in 2 senses-
1.Plural Sense
2. Singular Sense
Introduction
Origin
Meaning
2. Meaning-Plural Statistics
2
Plural sense
Features in
Plural
Sense
Definitions
for
Plural sense
Under this, the Statistics refers to numerical statement of facts
related to any field of enquiry such as data related to income,
expenditure, population etc
in the sense of numerical data or Statistical data.
Definitions- “Statistics are numerical statements of facts in any
department of enquiry placed in relation to each other”-Bowley
“By statistics we mean quantitative data affected to a marked extent
by multiplicity of cause”- Yule and Kendall
1.Aggregation of facts- A single number does not constitute
Statistics as no conclusion can be drawn from it. Only the
aggregate of facts capable of offering meaningful information
constitute Statistics.
2.Numerically expressed- Statistics are expressed in
numbers. Qualitative data like rich, poor, beautiful, big etc
cannot be termed Statistics.
Contd….
3. Meaning-Plural Statistics
3
Features in
Plural sense
3. Affected by Multiple causes- Statistics is not impacted
by only 1 factor as multitude of factors influence it. For e.g
rise in prices can be attributed to reduction in supply,
increase in demand, rise in input costs etc.
4.Reasonable Accuracy- A reasonable degree of accuracy
must be maintaining while collecting the statistical data.
5.Placed in relation to others- Such data is called
Statistics which is mutually related and comparable. Height
of 40 people cannot be compared with age of 40 people as
data is not related.
6.Pre-determined purpose- Data collected without any
purpose or randomly will only be a numerical value and not
Statistics.
7.Enumerated or Estimated- Data can either be collected
by estimation (if the field of investigation is very vast) or
enumeration (for smaller set of data).
8.Collected in systematic manner- Haphazardly collected
data will not provide conclusive evidence so systematic
collection should be planned beforehand.
4. Meaning-Singular Statistics
4
Features in
Singular
sense
Singular
sense
Definitions
Under this, Statistics refers to science in which we deal with
techniques and methods for collecting, classifying, presenting,
analyzing and interpreting the data
in the meaning of Statistical methods.
Definitions- “Statistics may be defined as the collection, presentation,
analysis and interpretation of numerical data.”-Croxton and Cowden
“Statistics is the science which deals with the collection, classification
and tabulation of numerical facts as a basis for the explanation,
description and comparison of phenomena- Lovitt
Given the definitions, the following stages of Statistics emerge-
1.Collection of data- Decide how, where, when, what kind of data to
be collected.
2.Organization of data- Organize the collected data to make it
comparable and simple.
3.Presentation of data- Make the data intelligible, brief and attractive.
4.Analysis of data- To draw conclusions, analysis of data is required
by different methods e.g. central tendency, correlation.
5.Interpretation of data- Comparison and conclusions in simple and
easy language.
5. Scope Statistics
5
N
a
t
u
r
e
Subject
m
atter
Lim
itations
The scope of Statistics may be classified into following 3 parts-
Nature
The study of nature is to find out whether Statistics is Science or Art
As a science- It studies the Statistical data
As a Art- It makes use of data to solve problems of real
life.
Subject
Matter
The subject matter of statistics is divided into 2 parts-
1.Descriptive statistics- It describes the data and consists of methods and
techniques to explain characteristics of data. The methods can either be
graphical or computational.
2.Inferential Statistics- It deals with methods which describe the
characteristics of population or making decisions concerning population on the
basis of sample results. Contd….
6. Scope Statistics
6
1. Study of Numerical facts-Statistics can only study such facts
which can be expressed in numerical terms.
2. Study of Aggregates only- Statistics studies only the aggregates
and not particular unit. No conclusion is possible from single piece
of data.
3. Not the only method- Statistics is not the only method to study
and many a time does not suggest the best solution of each
problem.
4. Homogeneity of data- Quantitative data has to be consistent and
homogeneous otherwise it will not be possible to draw conclusions.
5. Results are true only on an average- Statistical results only
express tendencies and are true on an average and not absolutely.
6. Without reference results may prove wrong- Circumstances
and conditions under which conclusions are made have to be
studied otherwise the results may give wrong impression.
7. Can be used by experts only- Only experts can make good use
of statistics and unqualified would find it difficult to apply it.
8. Misuse of Statistics is possible- The misuse of Statistics to seek
particular results is a possibility, more so when it is not easily
understood.
Limitati
ons
7. Functions Statistics
7
1. Expression of facts in numbers-One of the main function of
Statistics is to express numbers in easily understandable language
and interpret the results with certainty.
2. Simple presentation- Statistics enables presentation of complex
data in a simple format in terms of aggregate, average,
percentage, graphs, diagrams etc.
3. Enlarges individual knowledge and experience- Statistics
expands the horizons of individual knowledge and understanding.
4. It compares facts- It facilitates the comparison of data and
identifying the interrelations between large sets of data for drawing
suitable inferences.
5. Facilitates policy formulation- By doing analysis and
interpretation of data, precise nature of problem can be
ascertained thus assisting policy formulation.
6. It helps other science in testing their laws- Statistics helps other
laws for establishing their assumptions. E.g. Many laws of
economics namely law of demand, law of supply, Keynes theory of
employment can be verified by Statistics.
7. It helps in forecasting- Extrapolating present data aids in
forecasting likely changes that can be expected in future.
8. Uses & Importance Statistics
8
1. Importance for administrators- Administrators use data for
varied purposes and Statistics provide useful tools for decision
making support.
2. Importance for business, industry and agriculture- Estimating
demand and supply, studying seasonal changes, understanding
trade cycles, consumer profiling, product life cycle analysis are
examples of some of the functions that Statistics can perform for
business, industry and agriculture.
3. Importance in Economics- Statistics is basis of Economics as it
helps establishing the assumptions. Almost all the economic
aggregates are measured with the help of Statistics.
4. Importance for Politicians and in Social field- For formulating
social, economic, educational, industrial and other policies,
politicians draw great support from Statistics discipline.
Existing social problems can only be brought to fore front with the
help of data analysis. The effectiveness of existing policies for
social change can be measured by statistical tools.
5. Importance for banking and insurance industry- Bankers use
statistics for estimating credit growth, risk analysis, portfolio
management and insurers for establishing appropriate premiums
looking at life expectancies.