The state of AI-assisted data visualization

Publication history

Update log

Every report and visual experience retains its own dated history. This page gathers those records so changes can be scanned across the package. Entries are newest first; a publication change does not move the underlying evidence cutoff unless the record says so.

Visual experiences

The practitioner and reader experience

  1. Initial public edition mapping practitioner jobs, tool choices, creator experience, delivery failures, reader reactions, and open evidence gaps.

How close are we to the ideal?

  1. Initial public edition defining the ideal state, present scorecards, historical reconstruction, contextual endpoints, and forecast movements with direct evidence links.

Map of the research corpus

  1. Added canonical URLs for every published node and an explicit navigation action in the selected-node detail panel.

  2. Initial public edition mapping the reports, argument components, reader routes, evidence spine, and missing bridges.

Who needs this research?

  1. Initial public edition mapping audiences, decision products, useful routes, publication gates, and evidence of actual use.

Written reports

Executive summary

  1. Readability and navigation update.

    Added selective emphasis to the load-bearing conclusions and linked claims to the relevant visual experiences and deep-dive reports.

  2. Initial public edition.

    Condensed the research, practitioner, human-skills, learning, agent-skill, specialized-vision, and forecasting work into one decision-oriented summary.

Research review

  1. Initial public edition.

    Established the contextual goals typology, literature synthesis, technique history, benchmark timeline, convergence and divergence findings, demonstrated negatives, and research gap ledger.

Practitioner and reader experience

  1. Initial public edition.

    Mapped practitioner jobs and tool choices, synthesized creator and reader accounts, and separated possible output, accomplished work, delivery, and lived outcome.

Ideal state and capability scorecards

  1. Initial public edition.

    Defined the ideal-state dimensions, fixed maturity rubric, August 2026 field assessment, historical reconstruction, contextual endpoints, and forecast score movements.

What the benchmarks actually measure

  1. Initial public edition.

    Crosswalked generation, execution, semantic, perceptual, integrity, interaction, and human-outcome evaluations to their supported claims and important nonclaims.

Data-visualization skills for coding agents

  1. Initial public edition.

    Cataloged agent skill packages, adoption signals, recurring techniques, evaluation evidence, likely failure modes, and an ordered ablation program.

Specialized vision models

  1. Initial public edition.

    Compared six specialist vision roles, recent models and benchmarks, same-test gains, transfer failures, critic authority, and routing experiments.

Human skills and banked gains

  1. Initial public edition.

    Defined the human capability profile, separated seven kinds of banked gain, and assessed which gains are observed for novices, intermediate practitioners, and experts.

Learning when AI can make the chart

  1. Initial public edition.

    Assessed what AI makes easier to learn, which productive difficulties still matter, how practice should be reallocated, and which transfer evidence remains missing.

What would unlock the next capabilities?

  1. Initial public edition.

    Converted remaining capability gaps into measurable gates, separated model-driven from technique-driven gains, and recorded dated forecasts, signposts, falsifiers, and score movements.

Audience, decisions, and rollout

  1. Initial public edition.

    Defined audience routes, decision products, evidence boundaries, publication gates, and an outcome-oriented rollout sequence.

Editorial architecture

  1. Initial public edition.

    Defined the comprehensive report and non-linear essay renderings, content ownership, shared evidence spine, complete table of contents, and underbuilt bridges.