Crisis Text Line Data Philosophy

www.ZeroAttempts.org

Using Data Externally
Internally
Continuous Improvement of Training
Helping The Highest-Risk Texters First
Texter Feedback
Spike Detection
Externally
Data Ethics Committee
CrisisTrends.org
Partnerships

Open Data Collaborations

Published Research
Loris.ai

Using Data Externally

Crisis Text Line was built from the ground up around technology and data with the goal of helping people thrive.

We’ve collected one of the largest health data sets in the world. It is diverse–recognizing voices of various genders, ages, races, and ethnicities.

Our top goal is to support people in crisis. Everything we do with data drives this goal. We want to put more empathy in the world to help people live their best lives. To achieve this, we use data in two ways: (1) internally, to improve the quality of our service, and (2) externally, to improve the crisis space as a whole.

Internally

We find ways in which data can support our Crisis Counselors. They are on the front line, talking with thousands of texters in crisis every day. We use data to help them focus on doing what they do best: talking to texters in crisis. Here are a few ways.

Continuous Improvement of Training

Every day, our data reveals new patterns in what it means to provide effective crisis counseling by text. For example, we’ve found that Crisis Counselors who genuinely identify texter strengths (e.g., “you showed courage texting us.”) achieve higher satisfaction ratings from texters. Our data show that the three most effective terms to use are brave, smart, and proud. (E.g., “That was brave of you to reach out to a friend.”) And in 2018, the word “impressive” surged as an effective word too.

Helping The Highest-Risk Texters First

Most crisis lines respond to texters in the order in which they arrive. We act more like a hospital emergency room, where a person with a gunshot wound gets helped before a person with a broken leg. We call it texter triage. An algorithm runs in the background and assesses a texter’s suicidal risk based on their first few messages. Texters at high risk get marked as “code orange” and move to #1 in the queue. During the Presidential Election, when we saw volume 8x our normal, we were still able to reach high-risk texters in an average of 39 seconds. Shorter wait times mean lives saved. Read more about our innovative, ethical approach to queuing on our blog.

Texter Feedback

After every conversation, we ask texters if they want to share a message with their Crisis Counselor. These messages often confirm the impact the Crisis Counselor has had on a texter’s life. Here’s an example: “Kindness is magic and you’re a magician.”

Spike Detection

For crisis hotlines, demand has been unpredictable. For example, when Robin Williams died by suicide, many hotlines experienced a 2-4x increase in volume that lasted for days. For most hotlines, this can lead to long wait times for people in crisis. For people at risk of harming themselves or someone else, every minute matters. That’s why Crisis Text Line developed an algorithm that uses an ensemble of data sources to predict volume spikes, allowing us to spot spikes 6-8 faster than we could with people alone. This early warning means we can staff volunteers sooner. During the 5 spikes we’ve seen so far in 2019, we’ve served 93% of high-risk texters in under 5 minutes.

Externally

We share data to support smarter research, policy, and community organizing. Unlike other large-scale datasets on mental health and crisis, our data has incredible volume, velocity, and variety. We’re using this in several ways:

Data Ethics Committee

Our Chief Data Scientist leads this team of preeminent health and science ethicists from academia and organizations. They advise us on data privacy, security, and ethics, and help us develop compelling research questions that help us put more empathy in the world and help people live their best lives. See our Committee Members.

CrisisTrends.org

Available to the public, this data updates automatically and shows insights like, which state experiences the most anxiety? Or what’s the worst time of day for substance abuse? In one case, our data showed that LGBTQ issues are lowest on Fridays. There is an LGBTQ organization that we spoke to which only offers texting services on Fridays. We recommended they switch their hours to Mondays! Check out the public data!

Partnerships

We work with partners ranging from the National Eating Disorder Association to the state of Montana. They use Crisis Text Line to support people in crisis in their communities, and we share aggregate, anonymous data back about the crises their communities are experiencing. (Interested in becoming a partner?)

Open Data Collaborations

We also share data with researchers through the Research Collaboration Program.

The goals of the program are:

Access. To open the door for world-class machine learning / artificial intelligence researchers to work with one of the country’s most important data sets.

Dissemination. To create a consistent flow of innovative and insightful media stories to share with community groups and policymakers.

Implementation. To create data science products that are implemented by Crisis Text Line and community groups, and improve the crisis space as a whole.

Published Research

Since 2013, 12 papers have been published based on our data, and another 6 are expected before the end of 2020. We’re proud to fuel this kind of learning! Here’s what has been published so far:

Loris.ai

Loris.ai (“Loris”) is a for-profit company created with the mission of bringing more empathy into the world. Crisis Text Line is a Loris shareholder. Loris leverages insights from Crisis Text Line’s techniques and aggregated data learnings to develop enterprise software that helps companies take better care of customers. The result: better customer service for humans and sustainable funding for Crisis Text Line. We do all this while keeping texter privacy front-and-center. No personally identifiable information is shared with Loris.

We love learning. Got ideas for how we can do a better job of championing humans and putting more empathy in the world? Have a research idea that will help the world better understand anxiety or self-harm or something else? Want to work here? For all that and more, email info@crisistextline.org
Source: www.crisistextline.org/data-philosophy 

 
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