The Politicized Practitioner

AI, Society & Social Work

A living resource for understanding what artificial intelligence is doing to people, practice, power, and society.

Most conversations about artificial intelligence begin with what AI can do.

This collection begins with a different question:

What is AI doing to us?

AI is changing more than how we write, search, work, and communicate. It is becoming part of relationships, healthcare, social services, workplaces, education, surveillance systems, public institutions, and everyday decision-making. Its development also depends on material systems of labor, energy, water, data, and corporate ownership whose costs and benefits are not evenly distributed.

For social workers and other helping professionals, these changes raise questions that extend well beyond whether we should—or should not—use AI in practice.

AI, Society & Social Work is a living collection from The Politicized Practitioner that tracks research, policy, reporting, professional guidance, and critical analysis about the social consequences of artificial intelligence.

The collection is designed to help practitioners, educators, students, researchers, and others follow a rapidly changing field without having to follow everything happening in AI.

Explore

Explore the Collection

Resources are organized across eight interconnected areas.

Four lenses

Look Through More Than One Lens

The categories help organize the collection. They aren’t meant to keep issues separate from one another.

Across them, four questions are especially useful.

HUMAN

What is this doing to behavior, relationships, identity, development, health, or wellbeing?

POWER

Who benefits? Who decides? Who is surveilled, excluded, exploited, displaced, or harmed?

PLANET

What environmental, material, labor, and global systems make this technology possible—and who bears their costs?

PRACTICE

What should social workers and other helping professionals, educators, researchers, organizations, and policymakers understand, question, challenge, or change?

A single resource may belong to several areas and raise questions through several of these lenses.

Methodology

How the Collection Is Built

Every entry in this library is selected and reviewed by hand before it is added.

Resources are drawn from academic research, professional publications, investigative journalism, advocacy reports, and public policy documents, with a preference for sources that engage seriously with the social, ethical, and structural dimensions of artificial intelligence rather than its technical mechanics alone.

Each resource is tagged by domain and, where relevant, considered against the four lenses of human impact, power, planet, and practice, so the same reading can be located from more than one angle depending on what a practitioner is looking for.

The collection favors depth and relevance over sheer volume. A smaller set of resources that is genuinely useful to practitioners is more valuable than an exhaustive archive that is difficult to navigate.

New resources are added on an ongoing basis as the field develops, and existing entries are reviewed periodically to keep summaries accurate and links current.

Closing

The Question Behind the Collection

Every resource in this library ultimately returns to the same underlying question.

Not just what AI can do, but what it is doing, to whom, and who gets to decide.

This collection exists so that social workers, and the people and communities they work alongside, can be part of that decision, rather than simply respond to it after the fact.