Rural Kenyan Household Stored Water Quality Pubblico
Dismer, Amber Marie (2012)
Abstract
Background: The Joint Monitoring Program recommended
collecting presence absence
tests of households' stored water quality after 2015 for all future
demographic health
surveys, multiple cluster indicator surveys, and living standards
measurement surveys.
The main objective of this thesis is to provide guidance on
collecting clustered water
quality measurements for practitioners and health scientists to
quantify gains in
households' and springs' water quality.
Methods: The Spring Improvement Project Household Survey's
cluster randomized
controlled trial design in western Kenya provides a unique
opportunity to test the
presence absence method against the logarithmic MPN of E.
coli, the World Health
Organization's drinking water risk-levels, and the geometric means
method. Clustered
analyses were performed for two sampling timeframes across months
of the year and
across bi-weekly rounds for households' stored water quality.
Similar analyses were
conducted for the springs where water was collected.
Results: Over 15 bi-weekly data collection rounds,
households' stored water quality did
not differ across the months of the year or the bi-weekly round.
The logarithmic MPN of
E. coli method (F= 3.83, p=0.0001) and the presence absence
test (Wald x2= 27.88,
p=0.03) detected significant variability of springs' water quality
by bi-weekly round.
The intra-cluster correlation coefficients (ICCs) for households'
stored water in spring
clusters (logarithmic: 0.09; presence absence: 0.04) were smaller
than the ICCs of
clusters of springs' water across time (logarithmic: 0.46; presence
absence: 0.10).
In multi-year rounds, monthly variability of households' water
quality was detected at
the baseline by all four methods. However, only the logarithmic MPN
of E. coli method
and the WHO risk levels detected baseline differences of springs'
water quality by
month.
Conclusion: The presence absence test yielded the same
results for households' water
quality as the logarithmic MPN of E. coli method; however,
more samples per cluster are
required for water quality interventions.
Table of Contents
Table of Contents
1.
INTRODUCTION.......................................................
1
1.1 PATHWAYS OF SPREADING DISEASE.......................... 2
1.2 FACTORS THAT IMPACT THE SPREAD OF DISEASE........ 2
1.3 MEASURING WATER QUALITY....................................
3
1.4 RESEARCH
GAP...................................................... 5
1.5 INTRA-CLUSTER CORRELATION COEFFICIENT............... 6
1.6
OBJECTIVES..........................................................
6
1.7 FOCAL STUDY: THE SPRING IMPROVEMENT PROJECT
HOUSEHOLD SURVEY AND BI-WEEKLY MONITORING............ 8
1.8 KENYAN
CONTEXT.................................................. 8
1.9 LITERATURE
REVIEW............................................... 9
1.9.1 Health Impacts attributed to poor water,
sanitation, and
hygiene................................................ 9
1.9.2 Measuring water
quality....................................... 10
1.9.3 Indicators of fecal pathogens................................
10
1.9.4 Millennium Development Goals' safe water indicator...
13
1.9.5 Presenting
statistics............................................ 15
1.9.6 JMP's New
Guidelines........................................... 16
1.9.7 Source
variation................................................. 16
1.9.8
Seasonality........................................................
17
1.9.9 Human
Behavior.................................................. 18
1.9.10 Relevant
Studies............................................... 20
Table 1: Studies included in the Literature Review.............
21
1.9.11
Conclusion........................................................
23
2.
METHODS.............................................................
25
2.1 SPRING IMPROVEMENT PROJECT................................
25
Figure 1: Spring Improvement Project study region............
26
2.2 SPRING
SELECTION................................................. 26
2.3 HOUSEHOLD SELECTION FOR SIP-H STUDY.................. 27
2.4 SIP-H SURVEY ROUNDS............................................
27
Table 2: SIP Spring & Household
Selection........................ 28
2.5 SIP-H
INTERVENTIONS............................................. 28
2.5.1 Spring
protection..................................................
28
2.5.2
WaterGuard.........................................................
29
Figure 2: Spring Improvement Project Design.....................
29
2.6 CRITERIA FOR SAMPLES USED IN THIS ANALYSIS.......... 29
2.6.1 Bi-weekly Monitoring Sample (BWM sample)...............
30
2.6.2
Sub-sample.........................................................
31
Table 3: Viable samples from unprotected springs...............
31
& non-chlorinating unprotected spring household users........
31
2.7
DATA....................................................................
31
2.7.1 Survey
data........................................................
31
2.7.2 Lab
data............................................................
33
2.8 ANALYTICAL METHODS: ANALYSIS PLAN..................... 34
2.8.1Summary
Statistics............................................... 34
Table 4: Analysis
Plan.................................................. 34
2.8.2 Logarithmic MPN of E.
coli..................................... 36
2.8.3 WHO drinking water risk
levels................................ 37
2.8.4 Geometric means of E.
coli..................................... 38
2.8.5 Presence absence
tests........................................ 39
2.8.5 Intra-cluster correlation
coefficients........................ 40
2.8.6 Power and sample
size.......................................... 42
2.9
LIMITATIONS.........................................................
43
3.
RESULTS................................................................
44
3.1 BI-WEEKLY MONITORING ROUND RESULTS OVERVIEW..... 44
Figure 3: BWM log MPN of E. coli of springs and households..
44
Table 5: BWM
Round..................................................... 46
Table 6: Sample size for the BWM round by month of the
year...........................................................................
46
3.1.1 Seasonality measured by Monthly Variability..............
47
Figure 4: BWM log MPN of E.
coli..................................... 48
Figure 5: WHO risk level by
month.................................... 49
Figure 6: Geometric mean MPN of E. coli by month...............
50
Figure 7: Presence absence E. coli test by month 51
3.1.2 Seasonality measured by Bi-weekly Monitoring Round
Variability....................................................................
52
Figure 8: Log MPN of E. coli by BWM round........................
52
Figure 9: Geometric mean MPN of E. coli by BWM round........
53
Figure 10: WHO risk level by BWM rounds..........................
54
Figure 11: WHO risk level by BWM rounds..........................
56
3.2 SUBSAMPLE OVERVIEW.............................................
56
Table 7: Sub-sample
Statistics........................................ 58
Table 8: Sample size for the sub-sample by month of the
year...........................................................................
58
Figure 12: Sub-sample logarithmic MPN of E. coli by month...
60
Figure 13: Sub-sample geometric means of MPN of E. coli
by
month....................................................................
61
Figure 14: Sub-sample WHO risk levels of households'
stored drinking water by
month....................................... 62
Figure 15: Subsample WHO risk levels of springs water by
month........................................................................
64
Figure 16: Sub-sample presence absence test of
households by
month..................................................... 66
Figure 17: Subsample presence absence test of springs
by
month.....................................................................
67
3.3 INTRA-CLUSTER CORRELATION COEFFICIENTS (ICC)....... 68
Table 9: Intra-cluster Correlation
Coefficients..................... 69
3.4 POWER AND SAMPLE SIZE CALCULATIONS.....................
70
Figure 18: Effective Sample
Sizes..................................... 71
4.
DISCUSSION............................................................
73
4.1 HOUSEHOLDS' STORED WATER QUALITY.......................
73
4.2 SPRINGS' WATER QUALITY.........................................
75
4.3
LIMITATIONS...........................................................
77
5.
CONCLUSION...........................................................
78
5.1
STRENGTHS.............................................................
78
5.2 CONCLUSIONS FOR PUBLIC HEALTH PRACTITIONERS
USING THE JMP RECOMMENDATIONS.................................
78
5.3 CONCLUSIONS FOR PUBLIC HEALTH RESEARCHERS...........80
REFERENCES................................................................
82
APPENDIX.....................................................................
88
About this Master's Thesis
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