Operational insights

Range plots

Data from Vaccine Spotter, 2021-04-01 to 2021-05-01:

National Aggregate

## # A tibble: 1 x 3
##   weekend weekday delta
##     <dbl>   <dbl> <dbl>
## 1    26.7    57.9 0.461
## # A tibble: 1 x 1
##   rel_weekend
##         <dbl>
## 1       0.591

Equity insights

Regress flexibility on vulnerability

Data from UNIVAF, 2021-05-24 to 2021-06-21:

Socioeconomic SVI - National vs New Jersey plot

Socioeconomic SVI - Compare quantiles

## # A tibble: 6 x 5
##   svi_cut slots_per_person slots_per_person_weekend rel_weekend avg_range
##   <fct>              <dbl>                    <dbl>       <dbl>     <dbl>
## 1 q1                0.0651                  0.0124        0.682      58.2
## 2 q2                0.0602                  0.0115        0.697      54.1
## 3 q3                0.0533                  0.0103        0.714      51.1
## 4 q4                0.0625                  0.00963       0.692      48.8
## 5 q5                0.0361                  0.00673       0.671      47.2
## 6 <NA>              0.0849                  0.0193        0.797      65.6

Correlation with Vaccintaions

Example Counties

Data from Vaccine Spotter, 2021-04-01 to 2021-05-01:

##    fips state          county   pop hesitant        spp spp_weekend   vax_rate
## 1 55017    WI Chippewa County 64658     0.17 0.09662806  0.01429840 0.09644592
## 2 55027    WI    Dodge County 87839     0.17 0.10181127  0.02543496 0.10181127

Data from UNIVAF, 2021-05-24 to 2021-06-21:

##    fips state         county    pop hesitant        spp spp_weekend   vax_rate
## 1 41019    OR Douglas County 110980     0.17 0.08980458  0.01387357 0.04681925
## 2 41071    OR Yamhill County 107100     0.16 0.09522404  0.02202359 0.05188609

Regress vaccinations on flexibility

Data from UNIVAF, 2021-05-24 to 2021-06-21:

## 
## ===============================================================
##                                   Dependent variable:          
##                         ---------------------------------------
##                                    n_vax/population            
##                           (1)       (2)        (3)       (4)   
## ---------------------------------------------------------------
## Slots/Person (week)               0.011***            0.011*** 
##                                   (0.004)              (0.004) 
## Slots/Person (weekend)            0.214***            0.291*** 
##                                   (0.017)              (0.019) 
## Average range (hrs)              0.00003***           -0.00000 
##                                  (0.00001)            (0.00001)
## Share Black                                 -0.019*** -0.016***
##                                              (0.003)   (0.003) 
## Trump vote share                            -0.043*** -0.036***
##                                              (0.003)   (0.003) 
## % hesitant (CDC survey)                     -0.039**   -0.025* 
##                                              (0.016)   (0.015) 
## Prior vax rate                              0.0001*** 0.0001***
##                                             (0.00004) (0.00003)
## Intercept               0.021***  0.016***  0.039***  0.033*** 
##                         (0.004)   (0.004)    (0.009)   (0.009) 
## ---------------------------------------------------------------
## Observations             2,122     2,122      1,560     1,560  
## Adjusted R2              0.562     0.624      0.637     0.702  
## ===============================================================
## Note:                               *p<0.1; **p<0.05; ***p<0.01

Map of weekend prominence, by state