Ubique Systems

TRCI-26-06519

Senior Machine Learning Engineer – Customer Analytics & Recommendation Systems

This contract role in Helsinki focuses on building and deploying machine-learning solutions for customer churn, propensity, lifetime value, and next-best-action recommendations. The core requirements include Python, SQL, PySpark, model development and validation, feature and label engineering, AWS S3 with data-lake or lakehouse architecture, MLOps, and NLP modeling; Apache Iceberg or Delta tables and Dremio are also named in the technical requirements. The work includes point-in-time-correct datasets, predictive pipelines, recommendation ranking, and model performance checks across customer segments and time periods. The structured input gives an experience band of 6–8 years, while the description says 5 years; this summary uses 6–8 years as the structured band and notes the discrepancy. Helsinki is specified, but the work mode is not; Finnish citizenship or at least three years of continuous Finnish residency is stated as the security-clearance eligibility criterion.

Position summary

Location
Finland
Workplace
On-site
Employment
Contract
Experience
Minimum 6 years and Maximum 8 years
Apply now

Role overview

Why This Role Matters.

This contract role in Helsinki focuses on building and deploying machine-learning solutions for customer churn, propensity, lifetime value, and next-best-action recommendations. The core requirements include Python, SQL, PySpark, model development and validation, feature and label engineering, AWS S3 with data-lake or lakehouse architecture, MLOps, and NLP modeling; Apache Iceberg or Delta tables and Dremio are also named in the technical requirements. The work includes point-in-time-correct datasets, predictive pipelines, recommendation ranking, and model performance checks across customer segments and time periods. The structured input gives an experience band of 6–8 years, while the description says 5 years; this summary uses 6–8 years as the structured band and notes the discrepancy. Helsinki is specified, but the work mode is not; Finnish citizenship or at least three years of continuous Finnish residency is stated as the security-clearance eligibility criterion.

Your Impact

Deliver Enterprise Value

Help organisations solve complex business problems through modern technology, consulting expertise and measurable outcomes.

Collaboration

Work Across Teams

Collaborate with consultants, architects, engineers and client stakeholders throughout the project lifecycle.

Growth

Learn Continuously

Gain exposure to enterprise technologies, certifications, mentoring and real-world project experience.

Career Path

Grow With Ubique

Build a long-term consulting career with opportunities to take on greater responsibility and leadership over time.

Responsibilities

What You'll Be Doing.

Every role at Ubique contributes directly to solving meaningful business challenges for our clients.

Technology stack

Tools & Technologies.

The platforms and technologies you'll use to build modern, enterprise-grade solutions.

01

Python

02

SQL

03

PySpark

04

Apache Spark

05

Machine learning

06

Deep learning

07

NLP

08

Sentiment analysis

09

AWS

10

Amazon S3

11

Data lake

12

Lakehouse

13

Apache Iceberg

14

Delta Lake

15

Dremio

16

Kubeflow

17

MLflow

18

Amazon SageMaker

19

MLOps

20

Feature store

Requirements

Skills & Experience.

We value curiosity, collaboration and continuous learning. If you don't meet every requirement but believe you can make an impact, we'd still love to hear from you.

Essential

Required Qualifications

Python programming

SQL

PySpark

Machine-learning model development, training, and validation

Feature engineering and target or label creation

AWS S3 and data-lake or lakehouse architecture

Apache Iceberg or Delta tables and Dremio

MLOps using Kubeflow, MLflow, SageMaker, or equivalent

NLP modeling and sentiment-based feature development

Customer churn, propensity, customer lifetime value, and recommendation modeling

Preferred

Nice to Have

There are no additional preferred qualifications for this position. If you meet the essential requirements, we encourage you to apply.

What you'll gain

More Than Just A Job.

We're committed to helping every team member grow professionally, personally and technically while working on meaningful projects.

Global Exposure

Collaborate with international clients and multicultural teams on enterprise programmes.

Continuous Learning

Expand your expertise through mentoring, certifications and hands-on project experience.

Career Growth

Take ownership, develop leadership skills and grow your consulting career over time.

Flexible Working

Hybrid and remote collaboration designed around trust and delivering exceptional outcomes.

People First

Join a supportive culture where collaboration, respect and long-term relationships come first.

Enterprise Projects

Work on meaningful technology initiatives for leading organisations across industries.

Apply

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