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INTRODUCTION
DR Allah Yar Malik
M. Phil , Ph.D. Scholar
ASSISTANT PROFESSOR
Department of
Community Medicine
M.lar
DATA
DATA
These are simple
observations (variable) that
carry little meaning when
considered alone.
For example 100 births,
20 deaths.
4
INFORMATION: Data is transformed
into information by adding, reducing,
summarizing and adjusting the data so
that comparison over time and place
becomes possible, e.g.,
Birth rate = 40 / 1,000 pop. of a
particular city per year.
Death rate = 10 / 1,000 pop. of a
particular city per year.
5
INTELLIGENCE
It is transformation of
information through integration
& processing with experience
& perception. Intelligence
helps in future policy making,
planning & administration.
6
i) Growth rate 2.4 % per year(Information). It
will lead to population explosion
(Intelligence).
ii) High average global temperature
(Information). It will lead to melting of ice
at poles & flooding at low lying areas
(Intelligence)
(Park)
7
Sources of
data
Records Surveys Experiments
Quantitative
continuous
Types of variables
Quantitative variables Qualitative variable
Quantitative
descrete
Qualitative
nominal
Qualitative
ordinal
Quantitative Data
Continuous Variable
- Height
- Weight
- Blood Pressure ....
Discrete Variable ^
- # of kids
- # of marriages
- # of patients you Examined
Measurement
Scale >
No
Measurement
Scale
1
1
2. QUANTITATIVE DATA
It can be continuous in which there is
no gap e.g., weight, height,
temperature & blood pressure etc.
(There is decimal in the values). Or it
can be discrete e.g., number of
patients, marks obtained by
students,
(Ilyas. BK Mahajan)
11
Quantitative or Numerical Data
Height of Participants in
cm
- 140, 160, 170, 180..
Types of DATA
What is your age?
S. # Age (years)
1 25
2 27
3 34
4 28
5 33
6 56
7 29
Precisely
1 25.475
2 27.687
0.00 I-------------------1 100.00
9
Quantitative Discrete
How many kids do you have?
0, 1, 2, 2.7©
2.7 ? ^ Not possible
10
Note: Usually descriptive analysis of this
type of data: (statistical calculation used
are): mean, range , standard deviation
and correlation. ‘t’ test is applied as test
of significance. This type of data is
presented by table and graphs like
histograms, frequency polygons, line
graphs and scatter graphs.
(BK Mahajan)
15
Qualitative Data
What's the color of your car?
- Black
- Green I
- Red
- Blue
How do you feel today?
- Bad ©
- Not so good
- Ok
-Good
-Very Good
12
Qualitative Data
Nominal - names, no order
Ordinal - order, order, has to be
an order
13
ii) ORDINAL DATA: Categories can be
classified one above the other. e.g.
Height: tall, medium, short.
(c.f. height in meters which is continuous
data)
Economic status: rich, middle, poor.
18
Note: Descriptive analysis of qualitative data
or discrete data like number of patients
is:
Frequency and percentage & usually test of
significance applied is
“Chi square test”, or standard error of
proportion.
This type of data is presented by table and
diagrams like bar charts, pie charts,
pictograms and maps. 19
Quantitative
continuous
Types of variables
Quantitative variables Qualitative variable
Quantitative
descrete
Qualitative
nominal
Qualitative
ordinal
Classify the following data ∕ variable
Height: tall, medium, short.
Blood sugar
Addict
Low Birth Weight
Weight in KG
Number of kids.
Marks obtained
Diseased
Height in feet 21
Height: tall, medium, short. Qualit. ordinal
Blood sugar: Quantitative, continuous data.
Addicts: Qualitative data.
Low Birth weight: Qualitative data.
Weight in KG: Quantitative, continuous data.
No. of kids: Quantitative Discrete. Discrete
Marks obtained: Quantitative data. Discrete
Diseased: Qualitative data.
Height in Feet: Quantitative, continuous
22
TRANSFORMATION OF DATA
Continuous Data can be transformed to
Categorical Data e.g.
Weight of new born:
Low → < 2.5 Kg
Normal → 2.5 - 4 Kg
Over weight → > 4 Kg
(Chi square Test can now be
applied) (Ref. : Iliyas 7th Edition)
23
VARIABLE:
The observations we record in a
study/research are known as variable. So
all types of data can be labeled as
variable.
Types of variable
i) Independent Variables:
Factors that influence the other
e.g. type of food, sanitation & smoking
etc.
24
ii) Dependent variable: That is influenced by
independent variable e.g.
malnutrition, diarrhea Cancer etc.
25
Evidence-based Chiropractic 26
Statistical terms (cont.)
• Independent variables
– Precede dependent variables in time
– Are often manipulated by the researcher
– The treatment or intervention that is used in a
study
• Dependent variables
– What is measured as an outcome in a study
– Values depend on the independent variable
MCQ 2010/S
The first variable is contingent upon the the
second variable; it is called:
a) dependent variable b) independent v
c) predictive d) definite v
e) none
27
a
(contingent means dependent)
28
Question
Smoking leads to cancer. But the incidence
of cancer is higher in middle age as
compared to young age.
Classify age, smoking and cancer as
independent, dependent and confounding
variable.
29
KEY
In this example smoking is independent
variable; cancer is dependent variable &
age is confounding factor.
Note: The term variable is some time used
for data.
30
Q. Weight (in kilogram) of the new born is
classified as continuous data.
How you can convert this to
qualitative(categorical) data?
31
KEY
Categories Weight
Low weight < 2.5 Kg
Normal 2.5 - 4 Kg
Over weight > 4 Kg
32
33
THANK YOU

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Introduction to biostatistics by Dr Allah Yar Malik

  • 1.
  • 2.
  • 3. INTRODUCTION DR Allah Yar Malik M. Phil , Ph.D. Scholar ASSISTANT PROFESSOR Department of Community Medicine M.lar
  • 4. DATA DATA These are simple observations (variable) that carry little meaning when considered alone. For example 100 births, 20 deaths. 4
  • 5. INFORMATION: Data is transformed into information by adding, reducing, summarizing and adjusting the data so that comparison over time and place becomes possible, e.g., Birth rate = 40 / 1,000 pop. of a particular city per year. Death rate = 10 / 1,000 pop. of a particular city per year. 5
  • 6. INTELLIGENCE It is transformation of information through integration & processing with experience & perception. Intelligence helps in future policy making, planning & administration. 6
  • 7. i) Growth rate 2.4 % per year(Information). It will lead to population explosion (Intelligence). ii) High average global temperature (Information). It will lead to melting of ice at poles & flooding at low lying areas (Intelligence) (Park) 7
  • 9. Quantitative continuous Types of variables Quantitative variables Qualitative variable Quantitative descrete Qualitative nominal Qualitative ordinal
  • 10. Quantitative Data Continuous Variable - Height - Weight - Blood Pressure .... Discrete Variable ^ - # of kids - # of marriages - # of patients you Examined Measurement Scale > No Measurement Scale 1 1
  • 11. 2. QUANTITATIVE DATA It can be continuous in which there is no gap e.g., weight, height, temperature & blood pressure etc. (There is decimal in the values). Or it can be discrete e.g., number of patients, marks obtained by students, (Ilyas. BK Mahajan) 11
  • 12. Quantitative or Numerical Data Height of Participants in cm - 140, 160, 170, 180..
  • 13. Types of DATA What is your age? S. # Age (years) 1 25 2 27 3 34 4 28 5 33 6 56 7 29 Precisely 1 25.475 2 27.687 0.00 I-------------------1 100.00 9
  • 14. Quantitative Discrete How many kids do you have? 0, 1, 2, 2.7© 2.7 ? ^ Not possible 10
  • 15. Note: Usually descriptive analysis of this type of data: (statistical calculation used are): mean, range , standard deviation and correlation. ‘t’ test is applied as test of significance. This type of data is presented by table and graphs like histograms, frequency polygons, line graphs and scatter graphs. (BK Mahajan) 15
  • 16. Qualitative Data What's the color of your car? - Black - Green I - Red - Blue How do you feel today? - Bad © - Not so good - Ok -Good -Very Good 12
  • 17. Qualitative Data Nominal - names, no order Ordinal - order, order, has to be an order 13
  • 18. ii) ORDINAL DATA: Categories can be classified one above the other. e.g. Height: tall, medium, short. (c.f. height in meters which is continuous data) Economic status: rich, middle, poor. 18
  • 19. Note: Descriptive analysis of qualitative data or discrete data like number of patients is: Frequency and percentage & usually test of significance applied is “Chi square test”, or standard error of proportion. This type of data is presented by table and diagrams like bar charts, pie charts, pictograms and maps. 19
  • 20. Quantitative continuous Types of variables Quantitative variables Qualitative variable Quantitative descrete Qualitative nominal Qualitative ordinal
  • 21. Classify the following data ∕ variable Height: tall, medium, short. Blood sugar Addict Low Birth Weight Weight in KG Number of kids. Marks obtained Diseased Height in feet 21
  • 22. Height: tall, medium, short. Qualit. ordinal Blood sugar: Quantitative, continuous data. Addicts: Qualitative data. Low Birth weight: Qualitative data. Weight in KG: Quantitative, continuous data. No. of kids: Quantitative Discrete. Discrete Marks obtained: Quantitative data. Discrete Diseased: Qualitative data. Height in Feet: Quantitative, continuous 22
  • 23. TRANSFORMATION OF DATA Continuous Data can be transformed to Categorical Data e.g. Weight of new born: Low → < 2.5 Kg Normal → 2.5 - 4 Kg Over weight → > 4 Kg (Chi square Test can now be applied) (Ref. : Iliyas 7th Edition) 23
  • 24. VARIABLE: The observations we record in a study/research are known as variable. So all types of data can be labeled as variable. Types of variable i) Independent Variables: Factors that influence the other e.g. type of food, sanitation & smoking etc. 24
  • 25. ii) Dependent variable: That is influenced by independent variable e.g. malnutrition, diarrhea Cancer etc. 25
  • 26. Evidence-based Chiropractic 26 Statistical terms (cont.) • Independent variables – Precede dependent variables in time – Are often manipulated by the researcher – The treatment or intervention that is used in a study • Dependent variables – What is measured as an outcome in a study – Values depend on the independent variable
  • 27. MCQ 2010/S The first variable is contingent upon the the second variable; it is called: a) dependent variable b) independent v c) predictive d) definite v e) none 27
  • 29. Question Smoking leads to cancer. But the incidence of cancer is higher in middle age as compared to young age. Classify age, smoking and cancer as independent, dependent and confounding variable. 29
  • 30. KEY In this example smoking is independent variable; cancer is dependent variable & age is confounding factor. Note: The term variable is some time used for data. 30
  • 31. Q. Weight (in kilogram) of the new born is classified as continuous data. How you can convert this to qualitative(categorical) data? 31
  • 32. KEY Categories Weight Low weight < 2.5 Kg Normal 2.5 - 4 Kg Over weight > 4 Kg 32
  • 33. 33