Mimir Analytics
Classification Modeling

We specialize in building machine learning algorithms that predict the probability of a binary outcome often referred to as true or false. Knowing this probability has profitable advantages in many industries and disciplines.

When you need a classification algorithm, reach out to us. We generate models to classify outcomes, such as purchase vs. no-purchase, within days of receiving your data.

We currently offer logistic regression and classification tree algorithms.

All our algorithms come with box plots and distribution metrics that underlie the features that enter the models.

Examples

The image gives an example of how one of our logistic regression models captures the percent of events over the test data by vigintile. This model captured 83.75% of all the events in 5% of the scored file.

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The image is an example of a classification tree. There is no need to manually code the tree logic to implement this model. We provide tree path text that can easily by transformed into script and hence production.

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We also provide our clients with precision vs. recall (TPR) thresholds.

View Precision vs. recall (TPR) thresholds

Custom Predictive Modeling Services That Deliver Results

We provide fast, transparent, and cost-effective machine learning solutions—built to solve real business challenges.

Logistic Regression Models

Predict probabilities of binary outcomes

Ideal for yes/no outcomes: purchase decisions, customer churn, fraud detection
Produces interpretable coefficients and performance metrics (Precision, Recall, F1 Score)
Easy to deploy and monitor over time
Supports business-friendly decisions backed by hard data

Classification Trees

Visual, intuitive models for decision-making

Breaks down complex decisions into clear yes/no paths
Offers insights into which variables matter most
Excellent for non-technical audiences who want transparency
Fast to build, easy to explain, and simple to implement

Custom Model Development

Tailored solutions for unique business cases

We build hybrid or industry-specific models
Rapid model turnaround—days, not months
We work with your data team or independently
Industries: Healthcare, Oil & Gas, Banking, Retail, and more

Industry Experience

Club membership programs

Healthcare

Veterinary Care

Banking — Payment Processing

Financial Services

(Mortgages and Insurance)

Home Video

In Healthcare, we may want to know the probability a patient will develop a disease or respond positively to a treatment based upon their physiological metrics.