voter plan breakdown


Of the “positive IDs” identified in the previous SQL query, here is a breakdown of their intended vote plans.

Notice that most of them have not committed to voting.

call me maybe (tracking best times to contact)


This is a stacked bar chart to see at which hour of the day did each campaign have the most completed calls! (Wild that people are picking up the phone at midnight…)

With more (real) data, it will be possible to see at which times of the day are certain campaigns being better-received at. This may assist organizers in designing daytime or evening shifts for phonebanking, especially when the mode of contact is listed (phonebanking, texting, canvassing, etc)

tracking volunteer/organizing engagement


This is an interactive data frame that can allow us to track our volunteers! I’ve tracked the number of attempts they’ve made, and also showed their positive contact and conversion rate. ou can click on the columns headings to sort each category, or search for the name of an individual caller if you needed to!

Of course, vanity metrics without context cannot inadequately express the quality of our volunteers and organizers. A better dashboard should show type of response and “difficulty” of the voter universe being targeted because not all conversations are the same. But this will hopefully be a starting part for organizers to assess which volunteers show promise and which ones may need additional assistance.