Time-related analyses

This document has three plots, for:

1. Response rates
2. ESM responses (interest, engagement, challenge, and relevance)
3. Split-half means

1. Plots for response rates

2. Plots for ESM responses (interest, engagement, challenge, and relevance)

3. Split-half means

Can add correlations, too

Interpretation

• Good: Zoo, design, explore the bay
• Average: Sociedad, dorchester, thompson island
• Bad: mathpower, biomes, crazy machines

Let’s look at GRS, PQA, and attendance.

4. Attendance

## # A tibble: 9 x 3
##                    program_name mean_attendance     n
##                           <chr>           <dbl> <int>
## 1      Boston - Sociedad Latina       0.8936782    33
## 2  Providence - Explore the Bay       0.8826156    19
## 3   Providence - Crazy Machines       0.8667614    24
## 4           Providence - Biomes       0.8273288    27
## 5 Providence - Down City Design       0.8272355    17
## 6      Boston - Thompson Island       0.8222222    27
## 7            Boston - Mathpower       0.8180000    20
## 8         Providence -  RWP Zoo       0.7458095    25
## 9     Boston - Dorchester House       0.7423333    11

Interpretation

• Highest Response Rates: Sociedad, explore the bay, crazy machines
• Average Response Rates: biomes, down city, thompson island
• Lowest Response Rates: mathpower, zoo, dorchester

5. PQA

Interpretation

• High Agency: biomes, crazy machines, down city, dorchester
• High AP: biomes
• High Belonging:down city
• High Thinking: biomes, crazy machines, explore the bay, thompson island
• High Self Trans: down city, explore the bay, zoo

• High Stem SB: biomes, crazy machines, down city, thompson island, mathpower

• Biomes, crazy machines, down city, thompson island, & explore the bay show up more than once

6. GRS

## # A tibble: 9 x 2
##                    program_name mean_fair_avg
##                           <chr>         <dbl>
## 1  Providence - Explore the Bay      3.620000
## 2            Boston - Mathpower      3.207500
## 3      Boston - Thompson Island      3.187273
## 4           Providence - Biomes      3.081739
## 5   Providence - Crazy Machines      3.081613
## 6 Providence - Down City Design      2.954444
## 7         Providence -  RWP Zoo      2.603333
## 8     Boston - Dorchester House      2.440476
## 9      Boston - Sociedad Latina      2.319167