Empower your future with CiAI—your gateway to mastering skills that matter in today’s data-driven world

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DataSoSi+CiAI Approach

Why It Works

This cognitive science–based framework empowers students to be well-rounded data scientists—not just proficient in code, but also in ethics, communication, teamwork, and innovation.

By aligning with an epistemology, ontology, and phenomenology of learning, the framework bridges technical fluency with human insight.

The Cognitive Framework for Data Scientists

The Cognitive Framework for Data Scientists

CRITICAL THINKING

Analytical Quadrant

Students learn to interrogate data, question assumptions, control biases, and make evidence-based decisions.

COMMUNICATION

Narrative Quadrant

Focuses on translating complex findings into clear narratives for diverse audiences through visualization and storytelling.

CURIOSITY

Exploratory Quadrant

Drives exploration and innovation. Students explore new tools, ask “why” questions, experiment with data, and foster lifelong learning habits.

COLLABORATION

Interpersonal Quadrant

Emphasizes teamwork, shared code, version control, and cross-disciplinary communication. Builds collective intelligence in solving complex problems.

Why It Works

This cognitive science–based framework empowers students to be well-rounded data scientists—not just proficient in code, but also in ethics, communication, teamwork, and innovation.

By aligning with an epistemology, ontology, and phenomenology of learning, the framework bridges technical fluency with human insight.

DataSoDi+CiAI Approach
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Dr. Lokanan is a renowned interdisciplinary-trained machine learning expert in Canada, with a well-documented history of developing impactful AI-driven solutions across various industries. He specializes in developing and implementing predictive algorithms across various fields, including fraud detection, anti-money laundering compliance, and forecasting.

Dr. Lokanan’s expertise in deep learning models allows him to perform sentiment analysis on large volumes of textual data, helping organizations extract valuable insights from unstructured information. His skills in AI-driven solutions position him as a leading expert, consistently delivering innovative, data-driven strategies to solve critical business challenges.

Dr. Lokanan, with more than two decades of experience, is a seasoned expert in financial crime research and advisory. His AI-driven approach as a data scientist and machine learning engineer delves into fraud, regulatory, and anti-money laundering compliance

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