Dashboards Aren’t Dead, They’re Evolving. And So Is Tableau.

Ten years ago, machine learning vendors said the model would “tell you everything.” Automation platforms claimed decisions would “run themselves.” And more recently, the metrics layer movement insisted SQL alone would eliminate the need for visual analytics.

Why AI should be seen as a tool not a human replacement

Artificial Intelligence should be viewed not as a replacement for human skills but as a means to enhance human capability. When used well, AI automates repetitive tasks, supports better decision-making, and gives people more time for strategy, creativity, and human connection. Its value lies in extending what humans can do, while humans remain in control of judgement, empathy, and ethical decision-making.

The state of AI in qualitative research in 2025

By 2025, GenAI has transitioned from siloed labs into mainstream qualitative research, thanks to robust performance gains and affordable access. Both academia and industry increasingly converge on responsible AI use—disclosing assistance, safeguarding privacy, and mitigating bias.