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AN INTRODUCTION ON
BIOSTATISTICS PART 1
Dr. Vaneet Aggarwal
Department of Pharmacology
1
TOPICS :
Definitions
Data and types of data
Methods of data presentations
Types of stats
Measure of central tendency
Measure of dispersions
The normal distribution
2
WHAT DOES
STATISTICS
MEAN ???
3
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.
4
WHY DO WE NEED
BIOSTATISTICS ?
To define normalcy.
To study the correlation or association between two or more
attributes.
Locate define and measure the extent of the disease.
To evaluate the efficacy of drugs.
To determine the success or failure of health care program.
5
QUALITY
RESEARCH
How does biostatistics help a post graduate
student ?
6
DESCRIPTIVE AND
INFERENTIAL STATISTICS
Descriptive stats are concerned with the presentation,
organisation, and summarization of data.
Inferential stats allow us to generalise from our sample
group of data to a larger group of subjects.
7
VARIABLES
A variable is simply what is being observed or measured.
8
FLAVOURS OF VARIABLES
DEPENDENT variable is the outcome of interest, which
should change in response to some intervention.
INDEPENDENT variable is the intervention, or what is being
manipulated.
9
More generally if one variable changes in response to
another, we say that dependent variable is the one that
changes in response to independent variable.
10
DATA
11
Collective
recording of
observations.
12
Depending
upon
source of
data
collection
PRIMAR
Y
DATA
SECONDAR
Y
DATA
Interviews
Examinations
Questio
Questionare
Questionares
RECORDS
CENSUS DATA
13
DATA
QUALITATIVE DATA
(Discrete/ frequency data)
QUANTITATIVE DATA
(Continuous data)
Subjects with same characteristic
are counted to form specific
groups.
They have magnitude.
SCALES OF
DATA
MEASUREME
NT
14
15
NOMINAL
SCALE
ORDINAL
SCALE
INTERVAL
SCALE
RATIO SCALE
Non
Categorical
Categorical
SCALES OF DATA
MEASUREMENT
NOMINAL SCALE
A nominal variable consists of named categories, with no
implied order among the categories.
"Existential" variables
16
ORDINAL SCALE
An ordinal scale consists of ordered categories, where the
difference between categories cannot be considered to be
equal.
17
INTERVAL SCALE
An interval scale has equal distances between values, but
the zero is arbitrary.
18
RATIO SCALE
A ratio scale has equal interval between values and a
meaningful zero point.
19
SCALES AT GLANCE
20
Scale type Assumptions
Nominal
NAMED
categories
Ordinal
Ordered
categories
Interval Equal intervals
Ratio Meaningful zero
EXAMPLES OF SCALES
Indicate whether the following variables are nominal, ordinal, interval or
ratio.
a) your income (assuming it's more than $0).
b) a list of the different specialities in your profession.
c) the ranking of specialities with regard to income.
d) Salman Khan was described as a "10". What type of variable was
the scale?
e) a range of motion in degrees.
21
EXAMPLES OF SCALES
f) a score of 13 out of 17 on the Anxiety Scale.
g) staging of breast cancer as type I, II, III or IV.
h) ST depression on the ECG, measured in millimeters.
i) ST depression, measured as "1"+/- 1mm, "2"= 1 to 5mm, and "3" </=
5mm.
j) ICD-9 classifications: 0295=organic psychosis, 0296=depression and
so on.
k) diastolic blood pressure , in mm Hg.
l) pain measurement on a seven-point scale 22
PROPORTION AND RATE
A proportion is a type of fraction in which the numerator is
subset of the denominator.
Rate is a fraction that also has a time component.
23
DATA REPRESENTATION
Graphing for nominal data
Graphing the ordinal data
Graphing the interval and ratio data
24
NOMINAL DATA
Bar graphs
Histograms
Dot plots
25
EXAMPLE
26
COURSE NUMBER OF STUDENTS
FORENSIC 25
PSM 42
PHARMACOLOGY 8
MICROBIOLOGY 12
PATHOLOGY 13
27
0
12.5
25
37.5
50
forsensic psm pharma micro patho
28
0
12.5
25
37.5
50
psm forensic patho micro pharma
29
0 12.5 25 37.5 50
psm
forensic
patho
micro
patho
ORDINAL DATA
Bar graphs
Histograms
Dot plot
30
INTERVAL AND RATIO DATA
Histograms
Stem and leaf plot
Frequency polygon
Cumulative frequency polygon
31
32
33
34
35
FOR MAKING HISTOGRAMS
Rank order the data
Find the range
Choose the width
New table giving you interval midpoint count etc
Turn into histogram
Lose some info on the way
36
37
38
39
40
PIC OF FREQUENCY
POLYGON
41
CUMULATIVE FREQUENCY
POLYGON
42
HISTOGRAM FOR 3 GROUPS
43
FREQUENCY POLYGON FOR 3
GROUPS
44
SO WHEN TO USE WHAT ?
Bar graphs and Histograms can be used for all types of
data.
But when more than 2 groups than frequency polygon.
Use graphs to show relationships not to report
numbers.
45
46
0
12.5
25
37.5
50
psm forensic patho micro pharma
47
42%
25%
13%
12%
8%
48
0
100
200
300
400
April May June July
TABLE 1
49
TABLE VERSION 2.0
50
TABLE VERSION 3.0
51
NUMBERS
A specific data point - the value of variable for one subject is
represented by capital letter X.
We denote the mean of a variable by putting a bar over the
capital letter X: X
The number of subjects in the sample is represented by N.
n indicates the sample size of a group.
Use subscript notation to differentiate between various sample
sizes data points etc.
52
NUMBERS
Nominal data
Ordinal data
Ratio and interval data
53
54
INTERVAL AND RATIO DATA
Mean is the measure of central tendency.
A measure of central tendency is the typical value for the
data.
55
ORDINAL DATA
Median is the measure of central tendency.
The median is that value such that half of the data points fall
above it half below it .
56
NOMINAL DATA
Mode is the measure of central tendency.
The mode is the most frequently occurring category.
57
MEASURE OF DISPERSION
Refers to how closely
the data cluster
around the measure
of central tendency.
58
NOMINAL / ORDINAL DATA
Index of dispersion
59
ORDINAL DATA
Range (diff between highest and lowest values)
Interquartile range / midspread
60
61
INTERVAL OR RATIO DATA
Interquartile range
The mean deviation
The variance and the standard deviation
The coefficient of variation
62
Mean deviation
63
VARIANCE AND STANDARD
DEVIATION
64
COEFFICIENT OF VARIANCE
65
66
BOX PLOTS
67
N/C: SETTING THE SCENE
A survey of schools found that the most widely used method
to get out of going to school is "not today mom I have a
headache". Based on the survey of 2000 student it was
found to be used an average of 100 times a year with a SD
of 15. Can we determine what proportion of students use
this reason at least 115 times a year; or fewer than 70 times
a year; or between 106 and 112 times annually ?
68
STANDARD SCORE
69
NORMAL DISTRIBUTION
Assumption for statistical tests
Mean and variance independent
All natural phenomenon
Distribution of means
70
71
72
NORMAL CURVE
Mean, median, mode
Symmetrical
Approaches the x axis asymptotically
73
HOW MANY STUDENTS 115
TIMES ?
74
FEWER THAN 70 TIMES IN A
YEAR ?
75
BETWEEN 106 -112 TIMES ?
76
77
–Winifred Castle
“Most researchers use statistics the way a
drunkard uses a lamp-post more for support than
illumination.”
78

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biostatistics basic

Editor's Notes

  1. Also for planning and administration of health care services. Predicting the trends of the diseases. To assess health status of population. To understand the association between cause and effect in various diseases. To assess the efficacy of various treatments for those diseases.
  2. Ordinal/ interval Staging is ordinal St depression is ratio Grouping ordinal List diagnosis is nominal Bp is ratio Ordinal treated as interval
  3. M bar IS also used To add series of numbers we use uppercase Greek letter sigma