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7/26/2019 Data Analysis Concept
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Module 1: Data analysis keyconcepts
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Module 1: Learning Objectives
Understand the definition and purpose of data
analysis
Define statistical and M&E key concepts in data
analysis
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Data Analysis
Turning raw datainto useful information
Purpose is to provide answers to questions beingasked at a program site or research questions
Even the greatest amount and best quality datamean nothing if not properly analyed!or if not
analyed at all
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Answering programmatic questions
Question: s my program meeting its ob'ectives(
Analysis# *ompare program targets and actual
program performance to learn how far you are from
target+
nterpretation# ,hy you have or have not achieved
the target and what this means for your program+
May require more information+
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Descriptive analysis
Describes the sample-target population.demographic & clinic characteristics/
Does not define causality 0 tells you what1 not
why E2ample 0 average number of clients seen
per month
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!asic terminology and concepts
3tatistical terms
4atio
Proportion
Percentage
4ate
Mean
Median
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"atio
*omparison of two numbers e2pressed as# a to b1 a per b1 a#b
Used to e2press such comparisons as clinicians to
patients or beds to clients
*alculation a-b
E2ample 0 n district 51 there are 677 nurses and 877
clinics+ ,hat is the ratio of nurses to clinics( 677
877
9 : nurses per clinic1 a ratio of :#;
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$roportion
" ratio in which all individuals in the numerator arealso in the denominator+
Used to compare part of the whole1 such as proportion
of all clients who are less than ;? years old+ E2ample# f 87 of ;77 clients on treatment are less
than ;? years of age1 what is the proportion of young
clients in the clinic(
87-;77 9 ;-?
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$ercentage
" way to e2press a proportion .proportion
multiplied by ;77/
E2presses a number in relation to the whole
E2ample# Males comprise 8-? of the clients1 or
=7B of the clients are male .7+=7 2 ;77/
"llows us to e2press a quantity relative to another
quantity+ *an compare different groups1 facilities1countries that may have different denominators
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"ate
Measured with respect to another measuredquantity during the same time period
Used to e2press the frequency of specific events
in a certain time period .fertility rate1 mortality
rate/
Cumerator and denominator must be from same
time period
ften e2pressed as a ratio .per ;1777/
Source:U+3+ *ensus ureau1 nternational Database+
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n%ant Mortality "ate
F *alculation
F G of deaths H population at risk in same time
period 2 ;1777
F E2ample 0 I? infants .less than one year/ diedout of =1777 infants born that year
F I?-=1777 9 +7;@I 2 ;1777 9 ;@+I
19 infants died per 1,000 live births
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#alculating mortality rate
n 877J1 Mondello clinic had :;1;?? patients on
"4T+ During that same time period1 ;1?:6 "4T
clients died+
;1?:6
:;1;??
949 clients died
(mortality rate) per
1,000 clients onA!
+7=J 2 ;1777 9 =J
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"ate o% increase
*alculation
Total number of increase H time of increase
Used to calculate monthly1 quarterly1 yearly
increases in health service delivery+ E2ample#increase in G of new clients1 commodities distributed
E2ample# *ondom distribution in Kan+ 9 877L as of
Kune 9 ;1;77+ ,hat is the rate of increase(
;1;77 > 877 9 J77-6 9 ;?7 .;?7 condoms per mo/
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#entral tendency
Measures of the location of the middle or the center
of a distribution of data
Mean
Median
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#alculating t&e mean
"verage number of clients counseled per month
0 Kanuary# :7
0 Nebruary# =?0 March# :@
0"pril# =;
0 May# :I
0 Kune# =7
.:7A=?A:@A=;A:IA=7/ 9 8:;H6 9 :@+?
Mean or average 9 :@+?
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Median
The middle of a distribution .when numbers are inorder# half of the numbers are above the median andhalf are below the median/
The median is not as sensitive to e2treme values as
the mean
dd number of numbers1 median 9 the middle number
Median of 81 =1 I 9 =
Even number of numbers1 median 9 mean of the two
middle numbers
Median of 81 =1 I1 ;8 9 .=AI/ -8 9 ?+?
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#alculating t&e median
*lient ; 0 8
*lient 8 0 ;:=
*lient : 0 6I
*lient = 0 ;7
*lient ? 0 88;
9 6I 9 6IA;:= 9 87;-8 9 ;77+?
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