RMS composite metrics - exploratory data analysis: Module 11

(update 2024-11-10)

Note: All analyses are done by round, using all respondents.

1. Correlation among select composite metrics across modules

Note:
* Varying colors show direction of coefficients (also printed). See legend.
* Blank color means the correlation coefficient is not significant with p-value >=0.1.
* Indices are in alphabetical order for comparison purposes across rounds.

Metrics for all women/households

Round 1

Round 2

Round 3

Metrics only for women/households that experienced shock**

Round 1

Round 2

Round 3

2. Assessment individual composite metrics by module

For each index metrics, we present the following:
1. Mean values of individual items by round
2. Correlation matrix
3. PCA results
* Percent variation explained by component/dimension
* Bi-plot of individual items with respect to the first and second components

Analysis by round allows us to think if there are seasonal/temporal differences in how the individual items are correlated. Of note, even if each round data are similar, interpretation is limited to the study setting. But, still a good contribution….

Module 11: Shocks

Metric: shocks_total

Number of shock types experienced (0-39: m11q1_xx

List of composite metrics

variable_name	construction	item_type	number_of_items	possible_minimum_score	possible_maximum_score
shocks_total	simple sum of items	count	39	0	39

Summary by round

Correlation matrix by round

Round 1

Round 2

Round 3

PCA by round

Metric: shocks_incidence

Frequency of shocks: sum of 39 types X 5 frequency categories: m11q2_xx

List of composite metrics

variable_name	construction	item_type	number_of_items	possible_minimum_score	possible_maximum_score
shocks_incidence	simple sum of items	5 categories (1-5), 0 if not experienced	39	0	195

Summary by round

Correlation matrix by round

Round 1

Round 2

Round 3

PCA by round

Metric: shocks_impact

Impact of shocks: sum of 39 types X 5 impact categories: m11q3_xx

List of composite metrics

variable_name	construction	item_type	number_of_items	possible_minimum_score	possible_maximum_score
shocks_impact	simple sum of items	5 categories (1-5), 0 if not experienced	39	0	195

Summary by round

Correlation matrix by round

Round 1

Round 2

Round 3

PCA by round

Metric: shocks_impact_select

Impact of shocks, abbreviated: sum of select 33 types X 5 impact categories: m11q3_xx

List of composite metrics

variable_name	construction	item_type	number_of_items	possible_minimum_score	possible_maximum_score
shocks_impact_select	simple sum of items	5 categories (1-5), 0 if not experienced	33	0	165

Summary by round

Correlation matrix by round

Round 1

Round 2

Round 3

PCA by round

Metric: shocks_total_impacthealth

Number of shock types that impacted health: sum of 39 item, binary m11q4_xx

List of composite metrics

variable_name	construction	item_type	number_of_items	possible_minimum_score	possible_maximum_score
shocks_total_impacthealth	simple sum of items	count	39	0	39

Summary by round

Correlation matrix by round

Round 1

Round 2

Round 3

NOTE: No variation in several variables in R2. Thus, no significance test for those pairs.
##### PCA by round

Items: shock_*

Summary by round

Correlation matrix by round

Round 1

Round 2

Round 3

PCA by round

Items: numshock_*

Summary by round

Correlation matrix by round

Round 1

Round 2

Round 3

PCA by round

Metric: shockimpact_env

List of composite metrics

variable_name	construction	item_type	number_of_items	possible_minimum_score	possible_maximum_score
shockimpact_env	simple sum of items	binary (0/1)	8	0	8

Summary by round

Correlation matrix by round

Round 1

Round 2

Round 3

NOTE: No variation in several variables in R2. Thus, no significance test for those pairs.
##### PCA by round

Metric: shockimpact_bio

List of composite metrics

variable_name	construction	item_type	number_of_items	possible_minimum_score	possible_maximum_score
shockimpact_bio	simple sum of items	binary (0/1)	4	0	4

Summary by round

Correlation matrix by round

Round 1

Round 2

Round 3

NOTE: No variation in several variables in R2. Thus, no significance test for those pairs.
##### PCA by round

Metric: shockimpact_conf

List of composite metrics

variable_name	construction	item_type	number_of_items	possible_minimum_score	possible_maximum_score
shockimpact_conf	simple sum of items	binary (0/1)	12	0	12

Summary by round

Correlation matrix by round

Round 1

Round 2

Round 3

NOTE: No variation in several variables in R2. Thus, no significance test for those pairs.
##### PCA by round

Metric: shockimpact_eco

List of composite metrics

variable_name	construction	item_type	number_of_items	possible_minimum_score	possible_maximum_score
shockimpact_eco	simple sum of items	binary (0/1)	10	0	10

Summary by round

Correlation matrix by round

Round 1

Round 2

Round 3

NOTE: No variation in several variables in R2. Thus, no significance test for those pairs.
##### PCA by round

Metric: shockimpact_dem

List of composite metrics

variable_name	construction	item_type	number_of_items	possible_minimum_score	possible_maximum_score
shockimpact_dem	simple sum of items	binary (0/1)	6	0	6

Summary by round

Correlation matrix by round

Round 1

Round 2

Round 3

NOTE: No variation in several variables in R2. Thus, no significance test for those pairs.
##### PCA by round

Module 11: Coping, when having experienced shocks

Metric: coping_total

Number of coping strategies used

List of composite metrics

variable_name	construction	item_type	number_of_items	possible_minimum_score	possible_maximum_score
coping_total	simple sum of items	count	30	0	30

Summary by round

Correlation matrix by round

Round 1

Round 2

Round 3

PCA by round

Metric: coping_total_pos

Number of positive/neutral coping strategies used

List of composite metrics

variable_name	construction	item_type	number_of_items	possible_minimum_score	possible_maximum_score
coping_total_pos	simple sum of items	binary (0/1)	25	0	25

Summary by round

Correlation matrix by round

Round 1

Round 2

Round 3

PCA by round

Module 11: Recovery after shock - ATR, when having experienced shocks

Metric: atr

Self-reported recovery from shocks (ATR: ability to recover), Note: High scores = high recovery

List of composite metrics

variable_name	construction	item_type	number_of_items	possible_minimum_score	possible_maximum_score
atr	simple average of items	4 categories (1-4), only if experienced	33	1	4

Summary by round

Correlation matrix by round

Round 1

Round 2

Round 3

PCA by round