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DEPARTMENT OF PUBLIC
HEALTH DENTISTRY
NAVODAYA DENTAL COOLLEGE
DR.SOMANATH REDDY .K
INTRODUCTION TO
BIOSTATISTICS
WHEN YOU CAN MEASURE WHAT YOU ARE
SPEAKING AND EXPRESS IT IN NUMBERS, YOU
KNOW SOMETHING ABOUT IT;
BUT WHEN YOU
CANNOT EXPRESS IT IN NUMBERS, YOUR
KNOWLEDGE IS OF A MEAGRE AND
UNSATISFACTORY KIND.
- LORD KELVIN
WHAT DO
STATISTICS
MEAN ?
What do statistics mean..
To a stock broker?
What do statistics mean..
To a Twitter buff?
What do statistics mean..
To a Dieting buff?
What do statistics mean..
Size Zero?
Moral of the story..
Love them or hate them,
stats are here to stay!
STATISTICS
ITALIAN : STATISTA = STATESMAN
GERMAN : STATISTIK = POLITICAL STATE
‘STATISTIC’ OR ‘DATUM’ - MEASURED
OR COUNTED FACT OR PIECE OF
INFORMATION STATED AS FIGURE.
‘STATISTICS’ OR ‘DATA’ – PLURAL FORM
FATHER OF HEALTH STATISTICS
JOHN GRAUNT
Getting the Definitions Right!
STATISTICS: PRINCIPLES AND METHODS FOR
COLLECTION, PRESENTATION,ANALYSIS AND
INTERPRETATION OF DATA.
BIOSTATISTICS: TOOLS OF STATISTICS APPLIED
TO THE DATA THAT IS DERIVED FROM BIOLOGICAL
SCIENCES.
BIOSTATISTICS
SCIENCE OF
VARIATION
SCIENCE OF
FIGURES
EPIDEMIOLOGY BIOSTATISTICS
FACTS FIGURES FACTS
TO DEFINE NORMALCY.
TO TEST THE DIFFERENCE BETWEEN
MEANS AND PROPORTIONS BETWEEN
POPULATIONS.
TO STUDY THE CORRELATION OR
ASSOCIATION BETWEEN TWO OR MORE
ATTRIBUTES.
WHY DO WE NEED
STATISTICS ?
LOCATE ,DEFINE AND
MEASURE EXTENT OF
DISEASE
TO EVALUATE THE EFFICACY OF
DRUGS.
EVALUATE HEALTH PROGRAMS.
WHY DO WE NEED
STATISTICS ?
TO DETERMINE SUCCESS OR
FAILURE OF ORAL HEALTH
CARE PROGRAMS.
PLANNING AND
ADMINISTRATION OF ORAL
HEALTH CARE SERVICES.
PREDICTING TRENDS OF
DENTAL DISEASES.
TO ASSESS ORAL HEALTH
STATUS OF POPULATION.
APPLICATIONS OF
BIOSTATISTICS IN
DENTISTRY
TO UNDERSTAND THE ASSOCIATION BETWEEN
CAUSE AND EFFECT IN ORAL DISEASES.
SMOKING LEUKOPLAKIA
STRENGTH
DIRECTION
TO ASSESS THE EFFICACY OF VARIOUS
TREATMENTS FOR ORAL DISEASES.
PERIODONTITIS
HOW DOES BIOSTATISTICS
HELP A POSTGRADUATE
STUDENT ?
DATA
DATA
COLLECTIVE RECORDING OF OBSERVATIONS.
SOURCES OF DATA
•SURVEYS
• ANALYTICAL STUDIES
•EXPERIMENTS
•RECORDS
DEPENDING UPON
SOURCE OF DATA
COLLECTION
PRIMARY DATA
INTERVIEWS,
EXAMINATION,
QUESTIONNAIRES
SECONDARY DATA
RECORDS,
CENSUS DATA
TYPES OF DATA
DATA
QUALITATIVE DATA
(DISCRETE /FREQUENCY
DATA)
Subjects with same
characteristics are counted to
form specific groups.
Eg. Gingivitis, Malocclusion etc
QUANTITATIVE DATA
(CONTINOUS DATA)
They have magnitude .
Eg. Missing teeth, crown length
SCALES OF DATA MEASUREMENT
SCALES OF DATA
MEASUREMENT
CATEGORICAL
NOMINAL SCALE
ORDINAL SCALE
NON
CATEGORICAL
INTERVAL SCALE
RATIO SCALE
 This scale uses names or tags to
distinguish one measurement from
another.
 It does not imply magnitude of
individual measurements.
Eg. Classification of sex
Classification of religion
NOMINAL SCALE
BINARY (DICHOTOMOUS) SCALE
EDENTULOUS :Yes/No
MALOCCLUSION: Present / Absent
SEX : Male/Female
It is like nominal scale but there exists an implicit graded
order relationship among the categories.
Eg. Pain measured as:
Mild – 1
Moderate – 2
Severe – 3
ORDINAL SCALE
A numerical unit of measurement is used in this scale.
The difference between any 2 measurements can be clearly
identified in terms of an interval between 2points of scale.
This scale has no true zero point.
Eg. Measurement of body temperature in Fahrenheit.
INTERVAL SCALE
RATIO SCALE
It is as same as interval scale
in every aspect except that
measurement begins at a true
or absolute zero.
Eg. Weight in Kgs,
Height in Mts.
There cannot be negative
measurements.
PRESENTATION OF DATA
METHODS OF DATA
PRESENTATION
TABULATION DIAGRAMS
ELEMENTS OF
CLASSIFICATION
VARIABLE
A CHARACTERISTIC THAT
TAKES DIFFERENT VALUES
IN DIFFERENT PERSON.
FREQUENCY
NUMBER OF UNITS
BELONGING TO EACH
VARIABLE.
TYPES OF
TABLES
SIMPLE TABLE MASTER TABLE
FREQUENCY
DISTRIBUTION
TABLE
TABULATION
SIMPLE TABLE
DMFT REGIONS AVERAGE DMFT
DAVANAGERE 3
BELGAUM 2
MYSORE 4
HUBLI 3
BANGALORE 4
CHITRADURGA 2
TABLE SHOWING AVERAGE CARIES EXPERIENCE (DMFT) IN
SIX DISTRICTS OF KARNATAKA.
SL.NO AGE
(YRS)
SEX EDUCATION DECAYED MISSING FILLED
1 22 MALE BA 2 0 1
2 23 FEMALE BBM 1 1 0
3 24 FEMALE BSC 6 2 0
4 25 MALE BE 3 1 2
MASTER TABLE
TABLE 1 : SHOWING DECAYED ,MISSING AND FILLED TEETH AMONG FOUR
DEGREE STUDENTS
INTERVAL (DMFT LEVEL) FREQUENCY
1-3 3
4-6 2
7-9 4
10-12 3
13-15 3
FREQUENCY DISTRIBUTION TABLE
TABLE SHOWING CARIES EXPERIENCE (DMFT LEVELS)
OF 15 STUDY SUBJECTS
CLASS INTERVAL – 2 DMFT
GRAPHS AND DIAGRAMS
• IMPACT ON IMAGINATION
• BETTER RETAINED IN MEMORY
• EASY COMPARISONS
SIMPLE BAR GRAPH
Graph showing the mean number of missing
teeth among 45 – 60 years old study subjects.
MULTIPLE BAR GRAPH
Bar graph showing the mean number of missing
teeth among 45 – 60 years old study subjects.
Mean
number of
Missing
teeth
COMPONENT BAR GRAPH
0
500
1000
1500
2000
2500
3000
3500
4000
4500
Endodontics
Pedodontics
Periodontics
January April September
Component bar graph showing the number of patients visiting three
departments in a dental college.
Number of
patients
8 9 10 11 12 13 14 15 16 17
5
10
15
20
25
30
35
40
45
Number
Of
Students
Hemoglobin in gram %
Hemoglobin levels of Students in a class.
HISTOGRAM
FREQUENCY POLYGON
MARKS OBTAINED BY STUDENTS IN A TEST.
STEM AND LEAF DIAGRAM
15, 18, 26, 24, 54, 56, 59, 64, 66, 68,
69, 34, 36, 71, 73, 77, 78, 79, 45, 47,
48, 83, 87, 98, 92
MARKS SCORED BY 25 BDS FINAL YEAR STUDENTS
IN EXAM (TOTAL MARKS = 100 )
INTERVAL STEM LEAVES
10 - 19 1 5 8
20 - 39 2 4 6
30 - 39 3 4 6
40 - 49 4 5 7 8
50 - 59 5 4 6 9
60 - 69 6 4 6 8 9
70 - 79 7 1 3 7 8 9
80 - 89 8 3 7
90 - 99 9 2 8
STEM AND LEAF DIAGRAM
LINE DIAGRAM
LINE GRAPH
SCATTER PLOT
DEGREE OF
FLUOROSIS
FLUORIDE LEVEL IN WATER
PIE DIAGRAM
65%
15%
12%
8%
Angle's Class I
Angle's Class II
Angle's Class III
Angle's Class IV
Pie diagram showing the distribution of types of
malocclusion among 15 year old school children.
MAP
CHART
PICTOGRAM
Pictogram showing the percentage( % ) of mobile network
users in Belgaum city.
VODAFONE USERS
AIRTEL USERS
DOCOMO USERS
OTHERS
= 10 %
BOX AND WHISKER PLOT
BOX WHISKER PLOT
Q1
MEDIAN
Q2 Q3 QUARTILES
CENTILES
BOX WHISKER
PLOT
(5-NUMBER SUMMARY)
Highest value
Upper quartile (Q1)
Median(Q2)
Lower Quartile (Q3)
Lowest value
CONSTRUCTING A BOX WHISKER PLOT
Example: The following set of numbers are the amount of
marbles fifteen different boys own.
18, 27, 34, 52, 54, 59, 61, 68, 78, 82, 85, 87, 91, 93, 100 .
• First find the median. *68 is the median
• Find the lower quartile *52 is lower quartile
• Find the upper quartile * 87 is upper quartile
• Inter quartile range is * 87-52= 35
FOREST PLOT ( BLOBBOGRAM)
It is a graphical display designed to illustrate
the relative strength of treatment effects in
multiple quantitative scientific studies which
are used to address the same question.
Used mainly to represent meta
analysis of the results of randomized
controlled trails.
FOREST PLOT
weights used in
meta-analysis),
summary
measure (centre
line of diamond)
and associated
confidence
intervals (lateral
tips of diamond),
FUNNEL PLOT
• It is a useful adjunct to meta analysis.
• Funnel plot is a scatter plot of treatment
effect against a measure of study size.
• Used to detect bias or systematic
heterogeneity.
FUNNEL PLOT
SYMMETRIC
PUBLICATION BIAS
UNLIKELY.
ASYMMETRIC
PUBLICATION BIAS
SMALL STUDY EFFECTS
INAPPROPRIATE EFFECT MEASURE
TYPES OF STATISTICS
DESCRIPTIVE STATISTICS:
METHODS OF PRODUCING
QUANTITATIVE SUMMARIES OF
INFORMATION.
INFERENTIAL STATISTICS:
METHODS OF MAKING
GENERALIZATIONS ABOUT A LARGER
GROUP BASED ON INFORMATION
ABOUT A SUBSET (SAMPLE) OF THAT
GROUP.
MEASURES OF CENTRAL TENDENCY
CENTRAL TENDENCY
GENERAL TENDENCY FOR THE OBSERVATIONS
FROM A SAMPLE TO CLUSTER AROUND A
CENTRAL VALUE.
OBJECTIVES:
TO CONDENSE THE ENTIRE MASS OF DATA.
TO FACILITATE COMPARISION.
MEAN : ARITHMETIC AVERAGE
MEAN=
SUM OF ALL OBSERVATIONS
TOTAL NUMBER OF OBSERVATIONS
e.g. DMFT OF 5 CHILDREN IS 2, 3, 4, 1, 5
MEAN DMFT (x) =
2+3+4+1+5
5
= 3
Example
If the number of decayed teeth in 5 children
are as follows 2,3,1,2,9.
Mean is 3.2
One value 9 has increased the mean number
considerably.
MEDIAN
ARRANGE ALL THE OBSERVATIONS IN
ASCENDING OR DESCENDING ORDER.
THE MIDDLE OBSERVATION IS THE MEDIAN
e.g. DMFT OF 5 CHILDREN ARE 2, 3, 4, 1, 5
ARRANGE IN ORDER : 1,2,3,4,5
MEDIAN IS 3
e.g. DMFT OF 6 CHILDREN ARE 2,3,1,4,6,5
ARRANGE IN ORDER : 1,2,3,4,5,6
MEDIAN IS 3+4
2
= 3.5
MODE
THE MOST FREQUENTLY OCCURING
OBSERVATION IN A SERIES.
e.g. DMFT OF 6 CHILDREN ARE 2, 3, 4, 2,1,2
MODE IS 2
EXAMPLE
GROUP 1 : 8, 9, 10,11, 12
GROUP 2 : 10, 10, 10, 10, 10
GROUP 3 : 1, 5, 10,15,19
Mean is 10, Median is 10
What other characteristic besides
central tendency would it seem
necessary to describe it ?
MEASURES OF DISPERSION
RANGE
• THE DIFFERENCE BETWEEN THE LARGEST AND
SMALLEST VALUES IN A DISTRIBUTION.
• EXAMPLE: 1, 2, 2, 2, 3, 4, 5, 6, 7, 8
• RANGE = 8-1 = 7
STANDARD DEVIATION
MEASURE OF DISPERSION (OR SCATTER) OF
THE VALUES ABOUT THE MEAN.
IF THE NUMBERS ARE NEAR THE MEAN,VARIANCE IS SMALL.
IF NUMBERS ARE FAR FROM THE MEAN,THE VARIANCE IS
LARGE.
Standard deviation of a sample, S = standard deviation of population
DISTRIBUTION
OF
OBSERVATIONS
NORMAL CURVE
[GAUSSIAN CURVE]
BELL SHAPED CURVE
(NORMAL CURVE)
140 145 150 155 160 165 170
HEIGHT OF STUDENTS IN CLASS (CMS)
PROPERTIES OF NORMAL CURVE
 BELL SHAPED AND SYMMETRICAL ABOUT THE MID POINT.
 MEAN, MEDIAN AND MODE COINCIDE.
 MAXIMUM NUMBER OF OBSERVATIONS ARE AT VALUE
CORRESPONDING TO THE MEAN AND OBSERVATIONS
GRADUALLY DECREASE ON EITHER SIDES.
MEAN ± 1 SD COVERS
68.3% OF
OBSERVATIONS
MEAN ± 2 SD COVERS
95.4% OF
OBSERVATIONS
MEAN ± 3 SD COVERS
99.7% OF
OBSERVATIONS
STANDARD NORMAL CURVE
In statistics , the standard deviation is used
as an unit. A statement like "the root length
of two people differ by few centimeters" is
of little value to a statistician. A statistician
would like to know how many standard
deviation apart are the root lengths of these
people.
EXAMPLE
A TEST WAS CONDUCTED AMONG POSTGRADUATE
STUDENTS OF 2 DENTAL COLLEGES IN THE
SUBJECT OF BIOSTATISTICS
TEST SCORE MEAN SCORE STANDARD
DEVIATION
STUDENT A
(COLLEGE 1 )
35 20 10
STUDENT B
(COLLEGE 2 )
33 25 8
NORMAL CURVE
STANDARD NORMAL
CURVE
STANDARD NORMAL CURVE
THEOREM
• If X is a variable with mean μ and standard deviation
σ, then Z = (X-μ)/σ is also a normal random variable
with mean ZERO and standard deviation ONE. This Z
is called the standard normal variable. The process of
converting X to Z is called the standardization of X.
CURVE OF X – NORMAL CURVE
CURVE OF Z – STANDARD NORMAL CURVE
STANDARD NORMAL
CURVE
TOTAL AREA IS 1
MEAN IS 0, STANDARD DEVIATION IS 1
MEAN,MEDIAN AND MODE COINCIDE
 NEVER TOUCHES THE BASELINE
EXAMPLE
A TEST WAS CONDUCTED AMONG POSTGRADUATE
STUDENTS OF 2 DENTAL COLLEGES IN THE
SUBJECT OF BIOSTATISTICS
TEST SCORE MEAN SCORE STANDARD
DEVIATION
STUDENT A
(COLLEGE 1 )
35 20 10
STUDENT B
(COLLEGE 2 )
33 25 8
CALCULATION OF Z SCORE
35 - 20
Z SCORE OF STUDENT A = = 1.5
10
33 – 25
Z SCORE OF STUDENT B = = 1
8
Score(X) – Mean
Z =
Standard Deviation
SKEWNESS
STATISTICS IS
THE FUNDAMENTAL
SCIENCE TO RESEARCH.
“HE WHO ACCEPTS STATISTICS
INDISCRIMINATELY, WILL OFTEN BE
DUPED UNNECESSARILY.
BUT HE WHO DISTRUSTS
STATISTICS, INDISCRIMINATELY WILL
OFTEN BE IGNORANT, UNNECESSARILY”.
- WA WALLIS AND HV ROBERTS
The Road To Success
is always under
construction..
So keep striving but
don’t forget the
stats!
THANK YOU

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Fundamental of Biostatics DR.SOMANATH.ppt

  • 1. DEPARTMENT OF PUBLIC HEALTH DENTISTRY NAVODAYA DENTAL COOLLEGE DR.SOMANATH REDDY .K INTRODUCTION TO BIOSTATISTICS
  • 2. WHEN YOU CAN MEASURE WHAT YOU ARE SPEAKING AND EXPRESS IT IN NUMBERS, YOU KNOW SOMETHING ABOUT IT; BUT WHEN YOU CANNOT EXPRESS IT IN NUMBERS, YOUR KNOWLEDGE IS OF A MEAGRE AND UNSATISFACTORY KIND. - LORD KELVIN
  • 4. What do statistics mean.. To a stock broker?
  • 5. What do statistics mean.. To a Twitter buff?
  • 6. What do statistics mean.. To a Dieting buff?
  • 7. What do statistics mean.. Size Zero?
  • 8. Moral of the story.. Love them or hate them, stats are here to stay!
  • 9. STATISTICS ITALIAN : STATISTA = STATESMAN GERMAN : STATISTIK = POLITICAL STATE ‘STATISTIC’ OR ‘DATUM’ - MEASURED OR COUNTED FACT OR PIECE OF INFORMATION STATED AS FIGURE. ‘STATISTICS’ OR ‘DATA’ – PLURAL FORM
  • 10. FATHER OF HEALTH STATISTICS JOHN GRAUNT
  • 11. Getting the Definitions Right! STATISTICS: PRINCIPLES AND METHODS FOR COLLECTION, PRESENTATION,ANALYSIS AND INTERPRETATION OF DATA. BIOSTATISTICS: TOOLS OF STATISTICS APPLIED TO THE DATA THAT IS DERIVED FROM BIOLOGICAL SCIENCES.
  • 14. TO DEFINE NORMALCY. TO TEST THE DIFFERENCE BETWEEN MEANS AND PROPORTIONS BETWEEN POPULATIONS. TO STUDY THE CORRELATION OR ASSOCIATION BETWEEN TWO OR MORE ATTRIBUTES. WHY DO WE NEED STATISTICS ?
  • 15. LOCATE ,DEFINE AND MEASURE EXTENT OF DISEASE TO EVALUATE THE EFFICACY OF DRUGS. EVALUATE HEALTH PROGRAMS. WHY DO WE NEED STATISTICS ?
  • 16. TO DETERMINE SUCCESS OR FAILURE OF ORAL HEALTH CARE PROGRAMS. PLANNING AND ADMINISTRATION OF ORAL HEALTH CARE SERVICES. PREDICTING TRENDS OF DENTAL DISEASES. TO ASSESS ORAL HEALTH STATUS OF POPULATION. APPLICATIONS OF BIOSTATISTICS IN DENTISTRY
  • 17. TO UNDERSTAND THE ASSOCIATION BETWEEN CAUSE AND EFFECT IN ORAL DISEASES. SMOKING LEUKOPLAKIA STRENGTH DIRECTION
  • 18. TO ASSESS THE EFFICACY OF VARIOUS TREATMENTS FOR ORAL DISEASES. PERIODONTITIS
  • 19. HOW DOES BIOSTATISTICS HELP A POSTGRADUATE STUDENT ?
  • 20. DATA
  • 21. DATA COLLECTIVE RECORDING OF OBSERVATIONS. SOURCES OF DATA •SURVEYS • ANALYTICAL STUDIES •EXPERIMENTS •RECORDS
  • 22. DEPENDING UPON SOURCE OF DATA COLLECTION PRIMARY DATA INTERVIEWS, EXAMINATION, QUESTIONNAIRES SECONDARY DATA RECORDS, CENSUS DATA TYPES OF DATA
  • 23. DATA QUALITATIVE DATA (DISCRETE /FREQUENCY DATA) Subjects with same characteristics are counted to form specific groups. Eg. Gingivitis, Malocclusion etc QUANTITATIVE DATA (CONTINOUS DATA) They have magnitude . Eg. Missing teeth, crown length
  • 24. SCALES OF DATA MEASUREMENT
  • 25. SCALES OF DATA MEASUREMENT CATEGORICAL NOMINAL SCALE ORDINAL SCALE NON CATEGORICAL INTERVAL SCALE RATIO SCALE
  • 26.  This scale uses names or tags to distinguish one measurement from another.  It does not imply magnitude of individual measurements. Eg. Classification of sex Classification of religion NOMINAL SCALE
  • 27. BINARY (DICHOTOMOUS) SCALE EDENTULOUS :Yes/No MALOCCLUSION: Present / Absent SEX : Male/Female
  • 28. It is like nominal scale but there exists an implicit graded order relationship among the categories. Eg. Pain measured as: Mild – 1 Moderate – 2 Severe – 3 ORDINAL SCALE
  • 29. A numerical unit of measurement is used in this scale. The difference between any 2 measurements can be clearly identified in terms of an interval between 2points of scale. This scale has no true zero point. Eg. Measurement of body temperature in Fahrenheit. INTERVAL SCALE
  • 30. RATIO SCALE It is as same as interval scale in every aspect except that measurement begins at a true or absolute zero. Eg. Weight in Kgs, Height in Mts. There cannot be negative measurements.
  • 33. ELEMENTS OF CLASSIFICATION VARIABLE A CHARACTERISTIC THAT TAKES DIFFERENT VALUES IN DIFFERENT PERSON. FREQUENCY NUMBER OF UNITS BELONGING TO EACH VARIABLE.
  • 34. TYPES OF TABLES SIMPLE TABLE MASTER TABLE FREQUENCY DISTRIBUTION TABLE TABULATION
  • 35. SIMPLE TABLE DMFT REGIONS AVERAGE DMFT DAVANAGERE 3 BELGAUM 2 MYSORE 4 HUBLI 3 BANGALORE 4 CHITRADURGA 2 TABLE SHOWING AVERAGE CARIES EXPERIENCE (DMFT) IN SIX DISTRICTS OF KARNATAKA.
  • 36. SL.NO AGE (YRS) SEX EDUCATION DECAYED MISSING FILLED 1 22 MALE BA 2 0 1 2 23 FEMALE BBM 1 1 0 3 24 FEMALE BSC 6 2 0 4 25 MALE BE 3 1 2 MASTER TABLE TABLE 1 : SHOWING DECAYED ,MISSING AND FILLED TEETH AMONG FOUR DEGREE STUDENTS
  • 37. INTERVAL (DMFT LEVEL) FREQUENCY 1-3 3 4-6 2 7-9 4 10-12 3 13-15 3 FREQUENCY DISTRIBUTION TABLE TABLE SHOWING CARIES EXPERIENCE (DMFT LEVELS) OF 15 STUDY SUBJECTS CLASS INTERVAL – 2 DMFT
  • 38. GRAPHS AND DIAGRAMS • IMPACT ON IMAGINATION • BETTER RETAINED IN MEMORY • EASY COMPARISONS
  • 39. SIMPLE BAR GRAPH Graph showing the mean number of missing teeth among 45 – 60 years old study subjects.
  • 40. MULTIPLE BAR GRAPH Bar graph showing the mean number of missing teeth among 45 – 60 years old study subjects. Mean number of Missing teeth
  • 41. COMPONENT BAR GRAPH 0 500 1000 1500 2000 2500 3000 3500 4000 4500 Endodontics Pedodontics Periodontics January April September Component bar graph showing the number of patients visiting three departments in a dental college. Number of patients
  • 42. 8 9 10 11 12 13 14 15 16 17 5 10 15 20 25 30 35 40 45 Number Of Students Hemoglobin in gram % Hemoglobin levels of Students in a class. HISTOGRAM
  • 43. FREQUENCY POLYGON MARKS OBTAINED BY STUDENTS IN A TEST.
  • 44. STEM AND LEAF DIAGRAM 15, 18, 26, 24, 54, 56, 59, 64, 66, 68, 69, 34, 36, 71, 73, 77, 78, 79, 45, 47, 48, 83, 87, 98, 92 MARKS SCORED BY 25 BDS FINAL YEAR STUDENTS IN EXAM (TOTAL MARKS = 100 )
  • 45. INTERVAL STEM LEAVES 10 - 19 1 5 8 20 - 39 2 4 6 30 - 39 3 4 6 40 - 49 4 5 7 8 50 - 59 5 4 6 9 60 - 69 6 4 6 8 9 70 - 79 7 1 3 7 8 9 80 - 89 8 3 7 90 - 99 9 2 8 STEM AND LEAF DIAGRAM
  • 49. PIE DIAGRAM 65% 15% 12% 8% Angle's Class I Angle's Class II Angle's Class III Angle's Class IV Pie diagram showing the distribution of types of malocclusion among 15 year old school children.
  • 51. PICTOGRAM Pictogram showing the percentage( % ) of mobile network users in Belgaum city. VODAFONE USERS AIRTEL USERS DOCOMO USERS OTHERS = 10 %
  • 53. BOX WHISKER PLOT Q1 MEDIAN Q2 Q3 QUARTILES CENTILES
  • 54. BOX WHISKER PLOT (5-NUMBER SUMMARY) Highest value Upper quartile (Q1) Median(Q2) Lower Quartile (Q3) Lowest value
  • 55. CONSTRUCTING A BOX WHISKER PLOT Example: The following set of numbers are the amount of marbles fifteen different boys own. 18, 27, 34, 52, 54, 59, 61, 68, 78, 82, 85, 87, 91, 93, 100 . • First find the median. *68 is the median • Find the lower quartile *52 is lower quartile • Find the upper quartile * 87 is upper quartile • Inter quartile range is * 87-52= 35
  • 56. FOREST PLOT ( BLOBBOGRAM) It is a graphical display designed to illustrate the relative strength of treatment effects in multiple quantitative scientific studies which are used to address the same question. Used mainly to represent meta analysis of the results of randomized controlled trails.
  • 57. FOREST PLOT weights used in meta-analysis), summary measure (centre line of diamond) and associated confidence intervals (lateral tips of diamond),
  • 58. FUNNEL PLOT • It is a useful adjunct to meta analysis. • Funnel plot is a scatter plot of treatment effect against a measure of study size. • Used to detect bias or systematic heterogeneity.
  • 59. FUNNEL PLOT SYMMETRIC PUBLICATION BIAS UNLIKELY. ASYMMETRIC PUBLICATION BIAS SMALL STUDY EFFECTS INAPPROPRIATE EFFECT MEASURE
  • 61. DESCRIPTIVE STATISTICS: METHODS OF PRODUCING QUANTITATIVE SUMMARIES OF INFORMATION. INFERENTIAL STATISTICS: METHODS OF MAKING GENERALIZATIONS ABOUT A LARGER GROUP BASED ON INFORMATION ABOUT A SUBSET (SAMPLE) OF THAT GROUP.
  • 63. CENTRAL TENDENCY GENERAL TENDENCY FOR THE OBSERVATIONS FROM A SAMPLE TO CLUSTER AROUND A CENTRAL VALUE. OBJECTIVES: TO CONDENSE THE ENTIRE MASS OF DATA. TO FACILITATE COMPARISION.
  • 64. MEAN : ARITHMETIC AVERAGE MEAN= SUM OF ALL OBSERVATIONS TOTAL NUMBER OF OBSERVATIONS e.g. DMFT OF 5 CHILDREN IS 2, 3, 4, 1, 5 MEAN DMFT (x) = 2+3+4+1+5 5 = 3
  • 65. Example If the number of decayed teeth in 5 children are as follows 2,3,1,2,9. Mean is 3.2 One value 9 has increased the mean number considerably.
  • 66. MEDIAN ARRANGE ALL THE OBSERVATIONS IN ASCENDING OR DESCENDING ORDER. THE MIDDLE OBSERVATION IS THE MEDIAN e.g. DMFT OF 5 CHILDREN ARE 2, 3, 4, 1, 5 ARRANGE IN ORDER : 1,2,3,4,5 MEDIAN IS 3 e.g. DMFT OF 6 CHILDREN ARE 2,3,1,4,6,5 ARRANGE IN ORDER : 1,2,3,4,5,6 MEDIAN IS 3+4 2 = 3.5
  • 67. MODE THE MOST FREQUENTLY OCCURING OBSERVATION IN A SERIES. e.g. DMFT OF 6 CHILDREN ARE 2, 3, 4, 2,1,2 MODE IS 2
  • 68. EXAMPLE GROUP 1 : 8, 9, 10,11, 12 GROUP 2 : 10, 10, 10, 10, 10 GROUP 3 : 1, 5, 10,15,19 Mean is 10, Median is 10 What other characteristic besides central tendency would it seem necessary to describe it ?
  • 70. RANGE • THE DIFFERENCE BETWEEN THE LARGEST AND SMALLEST VALUES IN A DISTRIBUTION. • EXAMPLE: 1, 2, 2, 2, 3, 4, 5, 6, 7, 8 • RANGE = 8-1 = 7
  • 71. STANDARD DEVIATION MEASURE OF DISPERSION (OR SCATTER) OF THE VALUES ABOUT THE MEAN. IF THE NUMBERS ARE NEAR THE MEAN,VARIANCE IS SMALL. IF NUMBERS ARE FAR FROM THE MEAN,THE VARIANCE IS LARGE. Standard deviation of a sample, S = standard deviation of population
  • 75. 140 145 150 155 160 165 170 HEIGHT OF STUDENTS IN CLASS (CMS)
  • 76. PROPERTIES OF NORMAL CURVE  BELL SHAPED AND SYMMETRICAL ABOUT THE MID POINT.  MEAN, MEDIAN AND MODE COINCIDE.  MAXIMUM NUMBER OF OBSERVATIONS ARE AT VALUE CORRESPONDING TO THE MEAN AND OBSERVATIONS GRADUALLY DECREASE ON EITHER SIDES.
  • 77. MEAN ± 1 SD COVERS 68.3% OF OBSERVATIONS MEAN ± 2 SD COVERS 95.4% OF OBSERVATIONS MEAN ± 3 SD COVERS 99.7% OF OBSERVATIONS
  • 78. STANDARD NORMAL CURVE In statistics , the standard deviation is used as an unit. A statement like "the root length of two people differ by few centimeters" is of little value to a statistician. A statistician would like to know how many standard deviation apart are the root lengths of these people.
  • 79. EXAMPLE A TEST WAS CONDUCTED AMONG POSTGRADUATE STUDENTS OF 2 DENTAL COLLEGES IN THE SUBJECT OF BIOSTATISTICS TEST SCORE MEAN SCORE STANDARD DEVIATION STUDENT A (COLLEGE 1 ) 35 20 10 STUDENT B (COLLEGE 2 ) 33 25 8
  • 81. STANDARD NORMAL CURVE THEOREM • If X is a variable with mean μ and standard deviation σ, then Z = (X-μ)/σ is also a normal random variable with mean ZERO and standard deviation ONE. This Z is called the standard normal variable. The process of converting X to Z is called the standardization of X. CURVE OF X – NORMAL CURVE CURVE OF Z – STANDARD NORMAL CURVE
  • 82. STANDARD NORMAL CURVE TOTAL AREA IS 1 MEAN IS 0, STANDARD DEVIATION IS 1 MEAN,MEDIAN AND MODE COINCIDE  NEVER TOUCHES THE BASELINE
  • 83. EXAMPLE A TEST WAS CONDUCTED AMONG POSTGRADUATE STUDENTS OF 2 DENTAL COLLEGES IN THE SUBJECT OF BIOSTATISTICS TEST SCORE MEAN SCORE STANDARD DEVIATION STUDENT A (COLLEGE 1 ) 35 20 10 STUDENT B (COLLEGE 2 ) 33 25 8
  • 84. CALCULATION OF Z SCORE 35 - 20 Z SCORE OF STUDENT A = = 1.5 10 33 – 25 Z SCORE OF STUDENT B = = 1 8 Score(X) – Mean Z = Standard Deviation
  • 87. “HE WHO ACCEPTS STATISTICS INDISCRIMINATELY, WILL OFTEN BE DUPED UNNECESSARILY. BUT HE WHO DISTRUSTS STATISTICS, INDISCRIMINATELY WILL OFTEN BE IGNORANT, UNNECESSARILY”. - WA WALLIS AND HV ROBERTS
  • 88. The Road To Success is always under construction.. So keep striving but don’t forget the stats!