Submitted:
26 January 2024
Posted:
29 January 2024
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Abstract
Keywords:
1. Introduction
2. LHW Training Module
3. Materials and Methods
3.1. Data and Variables
3.2. Model Specification
- 1.
- represents our outcome variable for ith LHW at tth time period, the outcome variables are number of follow up clients, number of Intrauterine Contraceptive Devices (IUCD) clients, number of condom clients, number of modern methods clients and number of injection clients. Each outcome variable are representing monthly data for each LHW.
- 2.
- represents the intercept, indicating the baseline level of the outcome variables when other covariates are set to zero.
- 3.
- signifies the treatment effect, capturing the difference in outcomes between LHWs who received the intervention and those who did not.
- 4.
- accounts for the temporal effect, representing the difference between the post-intervention and pre-intervention time periods.
- 5.
- reflects the difference-in-differences estimate, indicating whether the intervention group exhibits a significant change in output over time compared to the control group.
- 6.
- represents the coefficients for control variables, including LHW age, LHW education, eligible couples in the catchment area of each LHW and district variable.
- 7.
- is the random error term, accounting for unobserved variations not controlled for in the difference-in-differences regression.
4. Results
5. Discussion
6. Limitations
7. Conclusions
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
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| Variables | N | Mean | SD | Min | Max |
|---|---|---|---|---|---|
| Treatment | 12,690 | 0.53 | 0.50 | 0 | 1 |
| Time | 12,690 | 0.33 | 0.47 | 0 | 1 |
| Months | 12,690 | 5.00 | 2.58 | 1 | 9 |
| District | 12,690 | 3.78 | 1.67 | 1 | 6 |
| Age | 12,690 | 47.01 | 6.39 | 36 | 58 |
| Education | 12,690 | 11.74 | 1.09 | 10 | 14 |
| IUCD Clients | 12,690 | 15.39 | 10.68 | 0 | 50 |
| Oral Pills Clients | 12,690 | 10.64 | 9.78 | 0 | 50 |
| Condoms Clients | 12,690 | 42.19 | 23.31 | 0 | 100 |
| Injections Clients | 12,690 | 10.04 | 9.63 | 0 | 50 |
| Modern Method Users | 12,690 | 109.52 | 38.19 | 0 | 290 |
| Follow Up Cases | 12,690 | 108.62 | 37.60 | 0 | 200 |
| Eligible Couples (15-49) | 12,690 | 238.80 | 64.25 | 0 | 480 |
| Variables | Follow Up Clients | IUCD Clients | Condom Clients | Modern Method Clients | Injection Clients |
|---|---|---|---|---|---|
|
Treatment |
1.33 | -2.76*** | 6.55*** | 1.09 | -2.54*** |
| (-0.42 - 3.08) | (-3.39 - -2.12) | (5.25 - 7.84) | (-0.69 - 2.86) | (-3.04 - -2.04) | |
|
Time |
-1.18*** | -0.34*** | -0.51*** | -1.27*** | -0.07** |
| (-1.41 - -0.94) | (-0.42 - -0.26) | (-0.66 - -0.36) | (-1.55 - -0.98) | (-0.13 - -0.01) | |
|
Treatment#Time |
1.00*** | 0.23** | 1.41*** | 1.82*** | 0.32*** |
| (0.30 - 1.70) | (-0.01 - 0.46) | (0.97 - 1.86) | (0.96 - 2.68) | (0.14 - 0.50) | |
|
Age |
0.02** | 0.00 | 0.01 | 0.00 | 0.00 |
| (0.00 - 0.04) | (-0.00 - 0.01) | (-0.00 - 0.02) | (-0.02 - 0.02) | (-0.00 - 0.01) | |
| Education (Class 10) | |||||
| Class 11 | 0.02 | 0.04 | 0.09 | 0.39 | 0.06 |
| (-0.35 - 0.40) | (-0.09 - 0.17) | (-0.15 - 0.33) | (-0.08 - 0.85) | (-0.04 - 0.16) | |
| Class 12 |
-0.11 | 0.01 | -0.04 | 0.21 | 0.03 |
| (-0.45 - 0.23) | (-0.10 - 0.13) | (-0.26 - 0.17) | (-0.21 - 0.64) | (-0.06 - 0.12) | |
| Class 14 |
-0.20 | 0.01 | -0.06 | 0.25 | 0.06 |
| (-0.63 - 0.24) | (-0.14 - 0.16) | (-0.34 - 0.22) | (-0.28 - 0.79) | (-0.05 - 0.18) | |
|
Eligible Couples Catchment Area |
0.36*** | 0.05*** | 0.14*** | 0.36*** | 0.03*** |
| (0.36 - 0.36) | (0.05 - 0.05) | (0.14 - 0.14) | (0.36 - 0.36) | (0.03 - 0.03) | |
| District (Sheikhupura) | |||||
| Gujranwala |
4.11*** | -2.89*** | 9.73*** | 5.10*** | 0.03 |
| (2.19 - 6.04) | (-3.59 - -2.19) | (8.31 - 11.16) | (3.16 - 7.04) | (-0.53 - 0.58) | |
| Kasur |
-7.76*** | 4.96*** | -3.68*** | -7.52*** | -2.11*** |
| (-10.22 - -5.30) | (4.06 - 5.86) | (-5.50 - -1.86) | (-10.00 - -5.04) | (-2.81 - -1.40) | |
| Layyah | 3.81*** | -0.22 | -2.12** | 4.22*** | 4.75*** |
| (1.52 - 6.10) | (-1.05 - 0.62) | (-3.82 - -0.42) | (1.91 - 6.54) | (4.09 - 5.41) | |
| Muzaffargarh |
15.21*** | 5.25*** | -8.62*** | 15.83*** | 11.52*** |
| (13.36 - 17.07) | (4.58 - 5.93) | (-10.00 - -7.25) | (13.96 - 17.70) | (10.99 - 12.06) | |
| Khanewal |
-1.94** | -4.06*** | -6.35*** | -0.78 | 1.76*** |
| (-3.82 - -0.05) | (-4.75 - -3.37) | (-7.75 - -4.96) | (-2.68 - 1.13) | (1.22 - 2.31) | |
|
Constant |
17.10*** | 4.33*** | 8.33*** | 17.73*** | -0.46* |
| (15.24 - 18.95) | (3.66 - 4.99) | (7.02 - 9.65) | (15.71 - 19.74) | (-0.98 - 0.06) | |
| Observations | 12,690 | 12,690 | 12,690 | 12,690 | 12,690 |
| Number of id | 1,410 | 1,410 | 1,410 | 1,410 | 1,410 |
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