Our Models

Below is a list of HR-focused models that we use to analyze your data. We have also listed a number of models that are coming soon. We are continually adding models to our library.

The models determine if a statement contains words and phrases associated with the theme of a given model. Every statement is given a score from 0 to 100% that tells you the strength of this association. A score greater than 50% indicates an association. The higher the percentage, the stronger the association.

The models are binary classifiers and organize data into two groups based on a classification rule. They are trained to classify data based on examples of text that are not associated with a theme (“negative association”, score <50%) and examples of text that are (“positive classification”, score >50%). We have trained these models so you can use them to classify your own data. Try to classify your own statements and get a feel for how this works.

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Action Recommendations for Business

actionrecommendationssuggestionsideasproposal

Takes a sentence or piece of feedback and determines whether the sentence is recommending that a business take a specific action or decision. See positive sample text.

Model ID: action

COVID in the Workplace

covidhealthpandemic

A model that specifically looks for employee feedback around COVID-19 and its impact on the workplace and employee experience. See positive sample text.

Model ID: covidatwork

Company Sentiment

sentimentfeedbackpositivity

Binary classifier for sentences. Scores whether a sentence is positive (1.0) or negative (0.0). See positive sample text.

Model ID: corporeviews

DEI for Gender

inclusiongenderequalityDEI

Determines whether the statement is discussing topics related to gender diversity, gender equity, or inclusion in the workplace. See positive sample text.

Model ID: dei_gender

DEI for Race

inclusionraceequalityDEI

Determines whether the statement is discussing topics related to racial/ethnic diversity, equity, or inclusion in the workplace. See positive sample text.

Model ID: dei_race

Diversity, Equity, and Inclusion

diversityequalityinclusiongenderequality

Determines whether the statement is discussing topics related to diversity, equity, or inclusion in the workplace. This include race, gender, and similar issues. See positive sample text.

Model ID: dei

ESG Investing News Model

climate changeenvironmentsustainabilitysocialgovernance

Binary classifier for sentences. Determines if a sentence is discussing Environmental, Social, or Governance (ESG) issues and business. See positive sample text.

Model ID: esg

Injuries in the Workplace

injuryemployee healthosha

This model looks at sentences and statements that specifically discuss employees getting at work. See positive sample text.

Model ID: severeinjury

Leadership and Management

leadermanagerbehaviorsc-suite

Scores whether a sentence is related to leadership and management issues in the workplace. This can include leadership behaviors, skillsets, and so on. See positive sample text.

Model ID: mgmt

Promotions and Advancement

growthadvancementpromotionsmanagement

Looks for employee feedback and comments focused on promotions, opportunities for advancement, growth at the company, and related topics. See positive sample text.

Model ID: promotions

Red Tape

managementredtapebureaucracy

Text analysis focusing on red tape, bureaucracy, and related concepts. This model seeks out cases where employees discuss this in the context of company processes and manager micro-management. See positive sample text.

Model ID: redtape

Scheduling

schedulingtimemanagementretail

This model analyzes text for issues and feedback around time tracking, time management, scheduling, and related concepts. See positive sample text.

Model ID: scheduling

Union Issues

unionsemployeesnegotiationsmanagement

This model looks at discussions and feedback around unionization, union issues, collective bargaining, and so on. See positive sample text.

Model ID: unions

Work-Life Balance

balancemanagementworklifestress

This model classifies text as to whether it focuses on work-life balance and issues related to balance. This includes stress at work, being able to compartmentalize, and how employees are able to manage their workloads. See positive sample text.

Model ID: worklifebalance

Workplace Compensation and Benefits

salarypaycompensationbenefitspension

A model looking at comments or statements related to workplace compensation and benefits. See positive sample text.

Model ID: comp

Workplace Mental Health

mental healthwell beingmental illnessmoodstresssupport

A model looking at comments or statements related to mental health issues in the workplace. See positive sample text.

Model ID: mentalhealth

 

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