SlideShare uma empresa Scribd logo
1 de 26
Definition
A branch of mathematics dealing with the
• Collection,
• Analysis,
• Interpretation and
• Presentation of masses of numerical data.
A collection of quantitative data. Medical statistics
or biostatistics can be called quantitative medicine
Common Statistical Terms
Variable:
• A characteristic that takes on different values in
different persons, places or things.
• A quantity that varies within limits such as height,
weight, blood pressure, age, etc.
• It is denoted as X and notation for orderly series
as X1, X2, X3, ….Xn.
• The suffix n is symbol for number in the series.
• Σ (sigma) stands for summation or results or
observation.
Constant:
Quantities that do not vary
such as π = 3.1416, e = 2.7183.
They do not require statistical study.
In biostatistics, mean, standard deviation,
standard error, correlation coefficient and
proportion of a particular population are
considered as constant.
Observation:
• An event and its measurements
such as
• blood pressure (event)
• 120 mmHg (measurement).
• Observational unit: The source that gives
observations such as object, person, etc.
Data:
A set of values recorded
on one or more observational units.
Data are raw materials of statistics.
Population:
It is an entire group of people or study
elements—persons, things or measurements for
which we have an interest at a particular time.
infinite or finite
• If a population consists of fixed number of
values, it is said to be finite.
• If population consists of an endless succession
of values. The population is an infinite one.
• Sampling unit: Each member of a population.
• Sample: It may be defined as a part of a
population. It is a group of sampling units that
form part of a population.
Parametric test:
It is one in which population constants as
described above are used such as mean,
variances, etc. and data tend to follow one
assumed or established distribution such as
normal, binomial, Poisson, etc.
Nonparametric tests:
Tests such as χ2 test, in which no constant of a
population is used. Data do not follow any
specific distribution and no assumptions are
made in nonparametric tests, e.g. to classify
good, better and best you allocate arbitrary
numbers or marks to each category
Notations for a Population and
Sample Values
Roman letters are used for statistics of samples and
Greek for parameters of population.
sample Population
• Mean X μ
• Standard deviation s s
• Variance s2 σ2
• Proportion p P or π
• Proportion Complement of q Q or (1– π)
Other symbols commonly used are:
= : Equal to
> : Greater than
> : Greater than or equal to
< : Less than
< : Less than or equal to
Z : The number of standard deviations from the
mean
or standard normal deviate/variate
% : Percent
Other symbols commonly used are:
r : Pearson’s correlation coefficient
p : Spearman’s correlation coefficient
O : Observed number
E : Expected number
d.f. or df : Degrees of freedom
k : Number of groups or classes
P (A) : Probability of event A
A medical student should not depend on a
statistician for the statistical analysis.
He or she should take the guidance of a
qualified statistician right from the beginning of
any scientific study till drawing the conclusions.
Scope of statistics
• Planning
• Economics
• Business
• Industry
• Mathematics
• Modern science
• Psychology
• Education
• War
• Bank
• Astronomy
• Sociology
Scope of statistics In
Planning:
The government are planning for economic
development.
Economics:
It is useful in solving economical problem. Such as
wages, price, time series analysis, demand analysis.
Business:
Business executive are relying more and more on
statistical techniques for studying the much and
desire of the valued customers.
Industry:
Statistic tools such as inspection plan, control chart etc. used
in quality control to find out whether the product is
confirming to the specifications or not.
Mathematics:
statistical technique are the outcome of wide applications of
mathematics.
Modern science:
In medical science the statistical tools for collection,
presentation and analysis of observed facts relating to causes
and incidence of diseases and the result of application various
drugs and medicine are of great importance.
Scope of statistics In
psychology and education:
In education and psychology statistics has found wide application such
as, determining or to determine the reliability and validity to a test,
factor analysis etc.
In war: The theory of decision function can be a great assistance to the
military and personal to plan “maximum destruction with minimum
effort.”
In banking:
it play an important role in banking. The banks make use of statistics
for a number of purposes. The banks work on the principle that all the
people who deposit their money with the banks do not withdraw it at
the same time. The bankers use statistical approaches based on
probability to estimate the numbers of depositors and their claims for
a certain day.
Scope of statistics In
In State Management (Administration):
Statistics is essential for a country.
it helps in estimating the expected expenditures and
revenue from different sources.
So statistics are the eyes of administration of the state.
In Accounting and Auditing: accounting is impossible
without exactness. The correction of the values of current
asserts is made on the basis of the purchasing power of
money or the current value of it. In auditing sampling
techniques are commonly used. An auditor determines
the sample size of the book to be audited on the basis of
error.
In Natural and Social Sciences:
Statistical methods are commonly used for analyzing the experiments
results, testing their significance in Biology, Physics, Chemistry,
Mathematics, Meteorology, Research chambers of commerce,
Sociology, Business, Public Administration, Communication and
Information Technology etc
In Astronomy:
Astronomy is one of the oldest branches of statistical study; it deals
with the measurement of distance, sizes, masses and densities of
heavenly bodies by means of observations. During these
measurements errors are unavoidable so most probable
measurements are founded by using statistical methods.
Sociology:
The sociologist may be called upon for help with a special problem
such as social conflict, urban plight or the war on poverty or crimes.
Government:
The functions of a government are more varied and
complex.
Various departments in the state are required to
collect and record statistical data in a systematic
manner for an effective administration.
Data pertaining to various fields namely population,
natural resources, production both agricultural and
industrial, finance, trade, exports and imports etc
are the most fundamental requirements of the
state for its administration.
Functions of statistics
• Without a statistical study, our ideas would be
vague and indefinite.
• statistics helps in simplifying complex data to
simple-to make them understandable.
• To test a new theory.
• It help in shaping future policies.
• To draw a rational conclusion
Advantages of statistics
• Analyzed relatively quickly
• Information is collected in a standardized way.
• It is required and respected by decision-
makers.
• It can be used to collect wide range of
information.
Disadvantages of statistics
• It is not appropriate to understand the issues
in great depth.
• They are not suitable to evaluate user
opinions.
• It may be time-consuming to arrange
methods of data collection.
• The risk of accidentally choosing very common
cases is more apparent in standardised
pattern of population.
• There is a greater risk of data manipulation.
• it is a delicate science and can be easily
misused by an unscrupulous person.
• Statistical cannot be applied to heterogeneous
data.
• It sufficient care is not exercised in collecting,
analyzing and interpretation the data,
statistical results might be misleading.
Disadvantages of statistics
Statistics and its application

Mais conteúdo relacionado

Mais procurados

Types of Statistics
Types of StatisticsTypes of Statistics
Types of Statistics
loranel
 
Introduction to statistics
Introduction to statisticsIntroduction to statistics
Introduction to statistics
madan kumar
 
Testing of hypothesis
Testing of hypothesisTesting of hypothesis
Testing of hypothesis
Jags Jagdish
 

Mais procurados (20)

Tabular and Graphical Representation of Data
Tabular and Graphical Representation of Data Tabular and Graphical Representation of Data
Tabular and Graphical Representation of Data
 
LEVEL OF SIGNIFICANCE.pptx
LEVEL OF SIGNIFICANCE.pptxLEVEL OF SIGNIFICANCE.pptx
LEVEL OF SIGNIFICANCE.pptx
 
non parametric statistics
non parametric statisticsnon parametric statistics
non parametric statistics
 
Statistics
StatisticsStatistics
Statistics
 
Measures of central tendency
Measures of central tendencyMeasures of central tendency
Measures of central tendency
 
Correlation ppt...
Correlation ppt...Correlation ppt...
Correlation ppt...
 
Sampling distribution
Sampling distributionSampling distribution
Sampling distribution
 
Correlation and Regression
Correlation and RegressionCorrelation and Regression
Correlation and Regression
 
Correlation analysis
Correlation analysisCorrelation analysis
Correlation analysis
 
Measurement of scales
Measurement of scalesMeasurement of scales
Measurement of scales
 
Types of Statistics
Types of StatisticsTypes of Statistics
Types of Statistics
 
Introduction to statistics
Introduction to statisticsIntroduction to statistics
Introduction to statistics
 
Introduction to statistics
Introduction to statisticsIntroduction to statistics
Introduction to statistics
 
Student's T-test, Paired T-Test, ANOVA & Proportionate Test
Student's T-test, Paired T-Test, ANOVA & Proportionate TestStudent's T-test, Paired T-Test, ANOVA & Proportionate Test
Student's T-test, Paired T-Test, ANOVA & Proportionate Test
 
Correlation and partial correlation
Correlation and partial correlationCorrelation and partial correlation
Correlation and partial correlation
 
Testing of hypothesis
Testing of hypothesisTesting of hypothesis
Testing of hypothesis
 
Measure of central tendency
Measure of central tendencyMeasure of central tendency
Measure of central tendency
 
Properties of correlation coefficient
Properties of correlation coefficientProperties of correlation coefficient
Properties of correlation coefficient
 
Classification of data
Classification of dataClassification of data
Classification of data
 
Correlation
CorrelationCorrelation
Correlation
 

Semelhante a Statistics and its application

Semelhante a Statistics and its application (20)

INTRODUCTION TO STATISTICS.pptx
INTRODUCTION TO STATISTICS.pptxINTRODUCTION TO STATISTICS.pptx
INTRODUCTION TO STATISTICS.pptx
 
Basic stat
Basic statBasic stat
Basic stat
 
Chapter-one.pptx
Chapter-one.pptxChapter-one.pptx
Chapter-one.pptx
 
Biostatistics
BiostatisticsBiostatistics
Biostatistics
 
Understanding statistics in research
Understanding statistics in researchUnderstanding statistics in research
Understanding statistics in research
 
Intro_BiostatPG.ppt
Intro_BiostatPG.pptIntro_BiostatPG.ppt
Intro_BiostatPG.ppt
 
INTRO to STATISTICAL THEORY.pdf
INTRO to STATISTICAL THEORY.pdfINTRO to STATISTICAL THEORY.pdf
INTRO to STATISTICAL THEORY.pdf
 
Stats LECTURE 1.pptx
Stats LECTURE 1.pptxStats LECTURE 1.pptx
Stats LECTURE 1.pptx
 
Biostatistics khushbu
Biostatistics khushbuBiostatistics khushbu
Biostatistics khushbu
 
Biostatistics
BiostatisticsBiostatistics
Biostatistics
 
Introduction to statistics.pptx
Introduction to statistics.pptxIntroduction to statistics.pptx
Introduction to statistics.pptx
 
Introduction.pdf
Introduction.pdfIntroduction.pdf
Introduction.pdf
 
Stats notes
Stats notesStats notes
Stats notes
 
presentaion-ni-owel.pptx
presentaion-ni-owel.pptxpresentaion-ni-owel.pptx
presentaion-ni-owel.pptx
 
What is the importance of statistics.pdf
What is the importance of statistics.pdfWhat is the importance of statistics.pdf
What is the importance of statistics.pdf
 
Statistics / Quantitative Techniques Study Material
Statistics / Quantitative Techniques Study MaterialStatistics / Quantitative Techniques Study Material
Statistics / Quantitative Techniques Study Material
 
presentaion ni owel iwiw.pptx
presentaion ni owel iwiw.pptxpresentaion ni owel iwiw.pptx
presentaion ni owel iwiw.pptx
 
Statistics
StatisticsStatistics
Statistics
 
Introduction to statistics in health care
Introduction to statistics in health care Introduction to statistics in health care
Introduction to statistics in health care
 
Statistics Exericse 29
Statistics Exericse 29Statistics Exericse 29
Statistics Exericse 29
 

Mais de gopinathannsriramachandraeduin

Mais de gopinathannsriramachandraeduin (20)

Air pollution
Air pollutionAir pollution
Air pollution
 
What happens to pollutants in the atmosphere
What happens to pollutants in the atmosphereWhat happens to pollutants in the atmosphere
What happens to pollutants in the atmosphere
 
Water pollution
Water pollutionWater pollution
Water pollution
 
Solid waste management
Solid waste managementSolid waste management
Solid waste management
 
Soil pollution
Soil pollutionSoil pollution
Soil pollution
 
Nuclear hazards
Nuclear hazardsNuclear hazards
Nuclear hazards
 
Noise pollution
Noise pollutionNoise pollution
Noise pollution
 
Marine pollution
Marine pollutionMarine pollution
Marine pollution
 
Structure of atmosphere
Structure of atmosphereStructure of atmosphere
Structure of atmosphere
 
Five primary pollutants air pollution
Five primary pollutants air pollutionFive primary pollutants air pollution
Five primary pollutants air pollution
 
Air pollution
Air pollutionAir pollution
Air pollution
 
Types of plagiarism
Types of plagiarismTypes of plagiarism
Types of plagiarism
 
Plagiarism
PlagiarismPlagiarism
Plagiarism
 
Designing the methodology
Designing the methodologyDesigning the methodology
Designing the methodology
 
Experimental design techniques
Experimental design techniquesExperimental design techniques
Experimental design techniques
 
All non parametric test
All non parametric testAll non parametric test
All non parametric test
 
Report writing
Report writingReport writing
Report writing
 
Observational study design
Observational study designObservational study design
Observational study design
 
Graphs17052021
Graphs17052021Graphs17052021
Graphs17052021
 
Measure of dispersion 10321
Measure of dispersion 10321Measure of dispersion 10321
Measure of dispersion 10321
 

Último

The basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptxThe basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptx
heathfieldcps1
 
Seal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptxSeal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptx
negromaestrong
 
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
ZurliaSoop
 

Último (20)

The basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptxThe basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptx
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy Consulting
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdf
 
How to Manage Global Discount in Odoo 17 POS
How to Manage Global Discount in Odoo 17 POSHow to Manage Global Discount in Odoo 17 POS
How to Manage Global Discount in Odoo 17 POS
 
Seal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptxSeal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptx
 
Micro-Scholarship, What it is, How can it help me.pdf
Micro-Scholarship, What it is, How can it help me.pdfMicro-Scholarship, What it is, How can it help me.pdf
Micro-Scholarship, What it is, How can it help me.pdf
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The Basics
 
Mehran University Newsletter Vol-X, Issue-I, 2024
Mehran University Newsletter Vol-X, Issue-I, 2024Mehran University Newsletter Vol-X, Issue-I, 2024
Mehran University Newsletter Vol-X, Issue-I, 2024
 
Making communications land - Are they received and understood as intended? we...
Making communications land - Are they received and understood as intended? we...Making communications land - Are they received and understood as intended? we...
Making communications land - Are they received and understood as intended? we...
 
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
 
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxBasic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
 
PROCESS RECORDING FORMAT.docx
PROCESS      RECORDING        FORMAT.docxPROCESS      RECORDING        FORMAT.docx
PROCESS RECORDING FORMAT.docx
 
Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdf
 
General Principles of Intellectual Property: Concepts of Intellectual Proper...
General Principles of Intellectual Property: Concepts of Intellectual  Proper...General Principles of Intellectual Property: Concepts of Intellectual  Proper...
General Principles of Intellectual Property: Concepts of Intellectual Proper...
 
psychiatric nursing HISTORY COLLECTION .docx
psychiatric  nursing HISTORY  COLLECTION  .docxpsychiatric  nursing HISTORY  COLLECTION  .docx
psychiatric nursing HISTORY COLLECTION .docx
 
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdfUGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
 
ICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptx
 
Understanding Accommodations and Modifications
Understanding  Accommodations and ModificationsUnderstanding  Accommodations and Modifications
Understanding Accommodations and Modifications
 
SOC 101 Demonstration of Learning Presentation
SOC 101 Demonstration of Learning PresentationSOC 101 Demonstration of Learning Presentation
SOC 101 Demonstration of Learning Presentation
 
This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.
 

Statistics and its application

  • 1.
  • 2. Definition A branch of mathematics dealing with the • Collection, • Analysis, • Interpretation and • Presentation of masses of numerical data. A collection of quantitative data. Medical statistics or biostatistics can be called quantitative medicine
  • 3. Common Statistical Terms Variable: • A characteristic that takes on different values in different persons, places or things. • A quantity that varies within limits such as height, weight, blood pressure, age, etc. • It is denoted as X and notation for orderly series as X1, X2, X3, ….Xn. • The suffix n is symbol for number in the series. • Σ (sigma) stands for summation or results or observation.
  • 4. Constant: Quantities that do not vary such as π = 3.1416, e = 2.7183. They do not require statistical study. In biostatistics, mean, standard deviation, standard error, correlation coefficient and proportion of a particular population are considered as constant.
  • 5. Observation: • An event and its measurements such as • blood pressure (event) • 120 mmHg (measurement). • Observational unit: The source that gives observations such as object, person, etc.
  • 6. Data: A set of values recorded on one or more observational units. Data are raw materials of statistics.
  • 7. Population: It is an entire group of people or study elements—persons, things or measurements for which we have an interest at a particular time. infinite or finite • If a population consists of fixed number of values, it is said to be finite. • If population consists of an endless succession of values. The population is an infinite one.
  • 8. • Sampling unit: Each member of a population. • Sample: It may be defined as a part of a population. It is a group of sampling units that form part of a population.
  • 9. Parametric test: It is one in which population constants as described above are used such as mean, variances, etc. and data tend to follow one assumed or established distribution such as normal, binomial, Poisson, etc.
  • 10. Nonparametric tests: Tests such as χ2 test, in which no constant of a population is used. Data do not follow any specific distribution and no assumptions are made in nonparametric tests, e.g. to classify good, better and best you allocate arbitrary numbers or marks to each category
  • 11. Notations for a Population and Sample Values Roman letters are used for statistics of samples and Greek for parameters of population. sample Population • Mean X μ • Standard deviation s s • Variance s2 σ2 • Proportion p P or π • Proportion Complement of q Q or (1– π)
  • 12. Other symbols commonly used are: = : Equal to > : Greater than > : Greater than or equal to < : Less than < : Less than or equal to Z : The number of standard deviations from the mean or standard normal deviate/variate % : Percent
  • 13. Other symbols commonly used are: r : Pearson’s correlation coefficient p : Spearman’s correlation coefficient O : Observed number E : Expected number d.f. or df : Degrees of freedom k : Number of groups or classes P (A) : Probability of event A
  • 14. A medical student should not depend on a statistician for the statistical analysis. He or she should take the guidance of a qualified statistician right from the beginning of any scientific study till drawing the conclusions.
  • 15. Scope of statistics • Planning • Economics • Business • Industry • Mathematics • Modern science • Psychology • Education • War • Bank • Astronomy • Sociology
  • 16. Scope of statistics In Planning: The government are planning for economic development. Economics: It is useful in solving economical problem. Such as wages, price, time series analysis, demand analysis. Business: Business executive are relying more and more on statistical techniques for studying the much and desire of the valued customers.
  • 17. Industry: Statistic tools such as inspection plan, control chart etc. used in quality control to find out whether the product is confirming to the specifications or not. Mathematics: statistical technique are the outcome of wide applications of mathematics. Modern science: In medical science the statistical tools for collection, presentation and analysis of observed facts relating to causes and incidence of diseases and the result of application various drugs and medicine are of great importance. Scope of statistics In
  • 18. psychology and education: In education and psychology statistics has found wide application such as, determining or to determine the reliability and validity to a test, factor analysis etc. In war: The theory of decision function can be a great assistance to the military and personal to plan “maximum destruction with minimum effort.” In banking: it play an important role in banking. The banks make use of statistics for a number of purposes. The banks work on the principle that all the people who deposit their money with the banks do not withdraw it at the same time. The bankers use statistical approaches based on probability to estimate the numbers of depositors and their claims for a certain day. Scope of statistics In
  • 19. In State Management (Administration): Statistics is essential for a country. it helps in estimating the expected expenditures and revenue from different sources. So statistics are the eyes of administration of the state. In Accounting and Auditing: accounting is impossible without exactness. The correction of the values of current asserts is made on the basis of the purchasing power of money or the current value of it. In auditing sampling techniques are commonly used. An auditor determines the sample size of the book to be audited on the basis of error.
  • 20. In Natural and Social Sciences: Statistical methods are commonly used for analyzing the experiments results, testing their significance in Biology, Physics, Chemistry, Mathematics, Meteorology, Research chambers of commerce, Sociology, Business, Public Administration, Communication and Information Technology etc In Astronomy: Astronomy is one of the oldest branches of statistical study; it deals with the measurement of distance, sizes, masses and densities of heavenly bodies by means of observations. During these measurements errors are unavoidable so most probable measurements are founded by using statistical methods. Sociology: The sociologist may be called upon for help with a special problem such as social conflict, urban plight or the war on poverty or crimes.
  • 21. Government: The functions of a government are more varied and complex. Various departments in the state are required to collect and record statistical data in a systematic manner for an effective administration. Data pertaining to various fields namely population, natural resources, production both agricultural and industrial, finance, trade, exports and imports etc are the most fundamental requirements of the state for its administration.
  • 22. Functions of statistics • Without a statistical study, our ideas would be vague and indefinite. • statistics helps in simplifying complex data to simple-to make them understandable. • To test a new theory. • It help in shaping future policies. • To draw a rational conclusion
  • 23. Advantages of statistics • Analyzed relatively quickly • Information is collected in a standardized way. • It is required and respected by decision- makers. • It can be used to collect wide range of information.
  • 24. Disadvantages of statistics • It is not appropriate to understand the issues in great depth. • They are not suitable to evaluate user opinions. • It may be time-consuming to arrange methods of data collection. • The risk of accidentally choosing very common cases is more apparent in standardised pattern of population.
  • 25. • There is a greater risk of data manipulation. • it is a delicate science and can be easily misused by an unscrupulous person. • Statistical cannot be applied to heterogeneous data. • It sufficient care is not exercised in collecting, analyzing and interpretation the data, statistical results might be misleading. Disadvantages of statistics