[ PICTOGRAM CASE HISTORY ]

Material Symbols Auto Graph Icon (Outlined). Needs intervention.

Visible referent: auto graph. Intended message: The icon must communicate Auto Graph in a digital interface.. The report separates observed asset evidence, submitted context, and public evidence signals.

0.64

PCS

0.44

CLL

0.51

NTR

[ FEATURED PICTOGRAM ]

Pictogram contrast preview
Paper
Ink

pictoclarity / material-symbols-auto-graph-outlined

Output - Material Symbols Auto Graph Icon (Outlined)

Assessing the communicative effectiveness of the Auto Graph icon

This reviewed catalog report estimates clarity for Auto Graph in default interface contexts. Scores are screening estimates and do not replace user testing.

Mobile appWeb appDesktop app

0.64

PCS

PictoClarity Score

0.44

CLL

Convention Learning Load

0.51

NTR

Neurocognitive Transfer Risk

Read Evidence

[ HOW THE CASE READS ]

From Input To Public Evidence.

The application stores structured evidence. The public page turns it into a readable pictogram case history.

01

Submitted Context

Framework output for the Material Symbols Auto Graph icon in the outlined style.

02

Primary Finding

Primary referent: auto graph.

03

Metric Reading

Implied function: The icon must communicate Auto Graph in a digital interface..

04

Public Recommendation

Conduct representative user testing across diverse user groups to validate semantic transparency and functional clarity in real-world contexts.

[ EVIDENCE SCREENING ]

What The Estimate Surfaces.

Semantic Transparency Score

Input

Expected

Estimated

0.54

Confusion Risk Index

Input

Possible

Estimated

0.59

Readability Test Score

Input

Visual

Estimated

0.77

PictoClarity Score

Input

Estimated

Estimated

0.64

Needs intervention 0.64

The pictogram carries meaningful clarity risk. The estimate applies to this pictogram, this meaning, and this public context.

Last Reviewed

Jun 24, 2026

[ SCORE SCALE ]

The Public Verdict Has A Range.

The level explains the estimated context. It is not a certification.

0.80-1.00

Strong clarity

The pictogram communicates well in this context.

Use it, then keep testing with real users.

0.65-0.79

Usable with support

The pictogram works with labels or context.

Pair it with text and monitor interpretation.

0.50-0.64

Needs intervention

Current report

The pictogram carries meaningful clarity risk.

Improve the symbol before relying on it.

0.00-0.49

Not reliable

The pictogram does not communicate enough alone.

Replace it or add strong alternative support.

[ CONVERGENCE PROFILE ]

Where Meaning Converges.

The profile compares visual evidence, semantic extraction, cultural recognition, time, and cognitive context. It describes estimated convergence, not universal validity.

Convergent meaning profile

The radar shows where meaning converges. It does not certify universal validity.

Area

0.33

Balance

0.85

Perceptual

0.76

Semantic

0.54

Functional

0.57

Cultural

0.53

Temporal

0.51

Neurocognitive

0.56

Context Independence

0.58

Collective Resonance

0.54

Weakest Axis

Temporal Convergence

How strongly meaning persists over time without semantic decay.

Strongest Axis

Perceptual Convergence

How strongly visual form survives size, blur, contrast, and detail loss.

Convergent meaning profile
AxisScoreDescription
Perceptual Convergence0.76How strongly visual form survives size, blur, contrast, and detail loss.
Semantic Convergence0.54How strongly extracted meaning converges on one interpretation.
Functional Convergence0.57How strongly the symbol maps to the intended function.
Cultural Convergence0.53How strongly recognition holds across cultural evidence and assumptions.
Temporal Convergence0.51How strongly meaning persists over time without semantic decay.
Neurocognitive Convergence0.56How strongly the symbol follows AAC pictogram reading: transparent referent, concrete action, low convention load, and support.
Context Independence0.58How strongly meaning survives without external labels or placement cues.
Collective Resonance0.54How strongly public evidence supports shared recognition and persistence.

Evidence Notes.

8 Findings Published

Evidence

Primary referent: auto graph.

Evidence

Implied function: The icon must communicate Auto Graph in a digital interface..

Evidence

Metaphor type: functional.

Evidence

The icon effectively represents the concept of 'auto graph' as intended for digital interfaces, with a primary referent clearly aligned to automated graphing or analytics.

Evidence

Visual metrics indicate strong perceptual clarity and robustness, with an overall visual score of 0.78, supporting good recognition at typical interface sizes (24x24).

Evidence

Semantic and functional convergence scores are moderate (0.54 and 0.57 respectively), indicating that while the icon generally conveys its intended meaning, some ambiguity or confusion with similar icons (e.g., manual graph, generic analytics) remains possible, especially without supporting labels or context.

Evidence

Cultural evidence shows moderate recognition and association (cultural convergence 0.53, cultural saturation 0.63), but there is some semantic obsolescence (0.37) and temporal decay (0.58), suggesting the symbol's meaning may weaken over time or across different user cohorts.

Evidence

Neurocognitive convergence (0.56) and context independence (0.58) scores suggest the icon moderately supports intuitive understanding and can function alone, but users with diverse cognitive styles or limited context may struggle.

[ TRANSFER / METRIC CHART ]

Public evidence trend

The chart shows public evidence buckets by evidence year. Cohort breakpoints appear only when an aging referent is active.

Public evidence trend

Evidence year: 2026

Evaluation

Reference point.

X axis: Evidence year

Public evidence trend
Evidence yearSemantic TransparencyCultural Evidence
19960.710.73
19970.750.74
19980.750.74
19990.730.73
20000.770.75
20010.540.72
20020.780.75
20030.760.75
20040.780.76
20050.710.73
20060.750.74
20070.750.74
20080.760.75
20090.770.76
20100.760.75
20110.730.74
20120.760.75
20130.700.74
20140.700.74
20150.780.76
20160.750.75
20170.780.76
20180.730.75
20190.750.75
20200.730.74
20210.770.75
20220.770.75
20230.670.63
20240.670.63
20250.680.62
20260.660.60
Cohort transfer is inactive for this published report. The chart above uses evidence-year or metric data instead.

asset source

Material Symbols auto_graph SVG

Material Symbols by Google

Unofficial clarity analysis. PictoClarity is not affiliated with, endorsed by, or sponsored by Google. Material Symbols are provided by Google under their published license.

Open source

public evidence

Content-rich biological network constructed by mining PubMed abstracts

OpenAlex / 2004-2004

Evidence query: auto graph icon comprehension.

Open source

public evidence

XCreation: A Graph-based Crossmodal Generative Creativity Support Tool

OpenAlex / 2023-2023

Evidence query: auto graph icon comprehension.

Open source

public evidence

A Survey on Explainable Artificial Intelligence (XAI): Toward Medical XAI

OpenAlex / 2020-2020

Evidence query: auto graph icon comprehension.

Open source

public evidence

Gradient-based learning applied to document recognition

OpenAlex / 1998-1998

Evidence query: automatic analytics recognition.

Open source

public evidence

Gapped BLAST and PSI-BLAST: a new generation of protein database search programs

OpenAlex / 1997-1997

Evidence query: automatic analytics recognition.

Open source

public evidence

Two-dimensional pca: a new approach to appearance-based face representation and recognition

OpenAlex / 2004-2004

Evidence query: automatic analytics recognition.

Open source

public evidence

Features and development of <i>Coot</i>

OpenAlex / 2010-2010

Evidence query: interface icon for automated chart.

Open source

historical evidence

Google Books Ngram annual buckets: auto graph

Google Books Ngram / 1996-2026

Annual extraction returned 12884750 records across 26 active years.

Open source

historical evidence

OpenAlex annual buckets: auto graph icon comprehension

OpenAlex / 1996-2026

Annual extraction returned 1307 records across 31 active years.

Open source

historical evidence

Google Books Ngram annual buckets: automatic analytics

Google Books Ngram / 1996-2026

Annual extraction returned 0 records across 0 active years.

Open source

historical evidence

OpenAlex annual buckets: automatic analytics recognition

OpenAlex / 1996-2026

Annual extraction returned 380796 records across 31 active years.

Open source

historical evidence

OpenAlex annual buckets: auto graph

OpenAlex / 1996-2026

Annual extraction returned 273909 records across 31 active years.

Open source

[ TECHNICAL SCORECARD ]

The Metrics Behind The Case.

PCS

0.64

PictoClarity Score

STS

0.54

Semantic Transparency Score

CRI

0.59

Confusion Risk Index

VRS

0.74

Visual Readability Score

PCH

1.00

Perceptual Cohesion

RTS

0.77

Readability Test Score

SRS

0.66

Scale Robustness Score

BRS

0.84

Blur Robustness Score

TCS

0.78

Target Contrast Stability

SDS

0.74

Stroke Durability Score

SFS

0.72

Silhouette Fidelity Score

NDS

1.00

Negative Detail Score

BBS

0.21

Bounding Box Balance

CPS

1.00

Compression Preservation

PDS

1.00

Pixel Density Suitability

ORS

0.72

Orientation Robustness

CAS

0.60

Color Accessibility Score

RRS

0.56

Referent Recognition Score

FAS

0.58

Functional Association Score

SOS

0.37

Semantic Obsolescence Score

CSS

0.63

Cultural Saturation Score

ERS

0.57

Evidence Reliability Score

MTS

0.43

Metaphor Transfer Score

TDS

0.58

Temporal Decay Score

GDS

0.29

Generational Divide Score

CLL

0.44

Convention Learning Load

NTR

0.51

Neurocognitive Transfer Risk

SPS

0.45

Symbol Persistence Score

OBS

0.19

Obsolescence Signal

CTS

0.00

Cohort Transfer Slope

[ RECOMMENDED NEXT ACTIONS ]

What Improves This Pictogram.

Action

Conduct representative user testing across diverse user groups to validate semantic transparency and functional clarity in real-world contexts.

Action

Include visible text labels or tooltips alongside the icon, especially in initial deployments, to mitigate confusion and support users with varying familiarity and accessibility needs.

Action

Ensure consistent placement and contextual cues in the interface to reduce risk of misinterpretation with neighboring icons or controls.

Action

Monitor symbol usage and user feedback over time to address potential semantic decay and update design or labeling as needed to maintain clarity.

Action

Consider alternative or supplementary iconography if user testing reveals persistent confusion or low recognition in target populations.

[ Private testing / Admin invite ]

Request an invite for pictogram clarity screening.

Access stays invite-only during private testing.

Requests feed the admin invite queue.

Useful context helps select early pilots.