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Product Roadmap — 2026
Celerity
Data Studio
Precision that moves at the speed of people.

Kris Kielbasa, M.S. — Behavior Scientist
Celerity
Data Studio
Product Roadmap — 2026

Building Celerity


Precision measurement for the 21st century — across behavior, mental health, athletics, advocacy, ecology, and organizational performance. This is the living plan.

Kris Kielbasa, M.S. — Behavior Scientist — Last updated: —
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Progress Chart

Trendline fit
Chart Type
Agg
Periods
Min Max
Trend Lines
Show
Add Trend Line
Path
Start Date
End Date
Color
Aims
Data Path
Direction
Target Freq.
Start Date
Target Date
Color
Phase Lines
Label
Date
Style
Color
Analysis
Chart Stats
Phase Comparisons
7-Point Rule
Decision Support
Now

Foundation & First Users

Month 1–2 · Mar–Apr 2026

Prove the concept. Get core differentiators built and in front of the first real users — people who will actually measure things, generate data, and tell us what matters. Celerity's multi-domain identity starts here, from the first chart.

Platform — Analysis & Stats
✓
Analysis tab buildout — phase change detection from decision rules
Automate identification of phase changes in trend data using PT decision rules.
PlatformAnalysis
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✓
Plain-language celeration description in Stats Box
Express any celeration line as doubling/halving time. Formula exists in Excel — extract, implement, display.
PlatformAnalysis
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✓
Analysis tab — plain-language decision rule automation
Automatically describe what the data is telling the practitioner. Program change recommendations based on PT decision rules.
PlatformAnalysis
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Platform — Methodology & Credibility
✓
Add User Guide link to Platform tab
Public-facing methods documentation accessible from the landing page.
PlatformCommunity
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✓
Old guard validation of calculation methodology
Affirmation from respected PT community figures. Theil-Sen vs. split-middle position needs clear articulation.
CommunityMethodology
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Platform — Data & Commons
✓
Data Commons import infrastructure
Build the data import pipeline. Resolve licensing and attribution questions before upload.
Data CommonsPlatform
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✓
Intervention identification on charts — cross-chart analysis
Tag interventions on charts. Enable analysis of tagged interventions across the entire database.
Data CommonsPlatform
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✓
Pinpoint and fair pair grouping — cross-chart analysis
Enable grouping of charts by pinpoints and fair pairs. Analyze across the entire database.
Data CommonsPlatform
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Personal & Community
✓
Sit for BCBA exam
Credential directly affects how Celerity Behavior is received. Target within the next month.
PersonalClinical
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✓
Have the colleague conversation
Tell your close PT colleague before they hear from someone else. Lead with the relationship.
PersonalCommunity
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✓
User testing — ease of use, accessibility, intuitiveness
Structured think-aloud testing with at least 5 users.
PlatformCommunity
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✓
Recruit first 20–50 users across multiple domains
Not just PT/ABA — multi-domain identity must be established from day one.
CommunityMulti-domain
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Platform — Build Spec v1 (Mar 2026)
✓
Toolbar restructure — Row 1 & Row 2 layout
New two-row toolbar: Lock | Setup | Phases | Notes | Analysis | Decision | + Data | Download on Row 1; Chart scale, Timespan, Aggregation, Trendline fit on Row 2.
PlatformUI
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✓
Vocabulary and label renames — SCC accessibility
Systematic rename of technical SCC terms to plain language throughout: Cel Line → Trend Line, Theil-Sen → Outlier Resistant, AIM → Improvement Index, Between Phases → Change Across Trends, 7-Point Rule → Patterns, and 20+ more.
PlatformAccessibility
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✓
Setup modal consolidation — Data Paths, Aims, Credit Block, Chart Defaults
Replaced scattered Settings panel with unified Setup modal. Four tabs: Chart Defaults (trendline fit, gridlines, per-type defaults), Data Paths, Aims, Credit Block.
PlatformUI
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✓
Bounce envelope — SD-based calculation and outlier probability
Replaced empirical percentile bounce with ±2 SD of log-residuals (SCC standard). Fixed envelope width, no user adjustment. Outlier probability labels: 1 in 1,000 at 0.5 CW through 1 in 1,000,000,000,000 at 2.0 CW.
PlatformMethodology
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✓
Hover tooltips — data point and trend line/envelope
Desktop hover system: data point tooltips show path, date, count, time observed, and outlier probability. Trend line/envelope tooltips show trend value with significance label, bounce, and smoothness rating.
PlatformUI
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✓
Significance labels — acceleration, bounce smoothness, Improvement Index
Tiered plain-language labels for all three key metrics. Acceleration: Unacceptable → Super-massive growth. Bounce: Smooth and consistent → Exceptionally erratic. I.I.: Worsening → Extraordinary improvement.
PlatformMethodology
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✓
Decision Support panel — advance/review flags
Floating panel that auto-detects performance flags across all visible paths: aim met, 4+ session streaks, below minimum trend rate, fallen below trend line. Plain-language messages throughout.
PlatformClinical
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✓
Decision Guide — Skill Acquisition and Generalization trees with auto-detection
Full step-by-step decision trees for Skill Acquisition (9 outcomes) and Generalization (11 outcomes). Auto-detects answers from last 2 trend line periods. Saves completed runs per chart with date, chart type, and full Q&A path.
PlatformClinical
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✓
Learning Pictures — all 13 pictures with chart highlights
Detects all 13 SCC Learning Pictures from paired path trend data. Category-color display in Decision Support panel. Thick solid trend line highlights on chart when panel is open. Per-picture eye toggle. Domain-adaptive language.
PlatformClinicalMulti-domain
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✓
Analysis modal restructure — independent visibility layers
Four-tab Analysis modal: Trends (manual + auto-detected trend lines, I.I. pairings), Change Across Trends (phase comparisons), Patterns (7-point runs), Summary Table. Eye icons on each tab control only that surface's visibility — hiding a trend line no longer cascades across tabs.
PlatformAnalysis
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✓
Stakeholder mode — restricted toolbar and note ownership
Stakeholders see Notes | Decision | Download only. Lock shown but non-interactive. Note ownership model: practitioners manage all notes, stakeholders manage only their own. uid stamped on each note at creation.
PlatformClinical
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✓
Firebase listener refactor — two-tier architecture
Replaced single root-level .on('value') listener (downloading entire org on every write) with separate tree-skeleton listener (metadata only) and per-chart listener (attaches/detaches on navigation). Reduces download cost from ~850KB per write to ~50KB. Firebase rules updated to match.
PlatformInfrastructure
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✓
Help AI — live chart context injection and data domain awareness
Help AI receives live chart state on every message: current trend stats, detected Learning Picture, Decision Support flags, path names, pinpoint, and explicit data domain. Domain-aware prompt handles behavioral, clinical, ecological, financial, health, and societal data types with appropriate language and tool recommendations.
PlatformMulti-domain
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✓
User Guide and Interactive Tour — full refresh
User Guide updated across all 20 sections: new bounce SD calculation, significance labels, hover tooltips, Analysis modal, Decision Support, Learning Pictures, Decision Guide, Stakeholder Mode. Interactive Tour updated for all renamed tabs, features, and new workflows. Search function added to User Guide.
PlatformCommunity
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Soon

Data Commons Infrastructure

Month 2–4 · Apr–Jun 2026

With real users generating real data, the Data Commons moves from concept to infrastructure. Plant the Celerity domain flag publicly.

Data Commons
✓
Launch Data Commons beta
Even a simple, clearly-labelled beta. Establish the norm of contribution early.
Data Commons
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✓
Seed Data Commons with existing community data
Resolve licensing first. Seeding with existing PT community data solves part of the cold-start problem.
Data CommonsCommunity
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✓
Benchmarking and norms features
Population-level norms, celeration aim benchmarks, comparison against similar pinpoints.
Data CommonsPlatform
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Domain Identity
✓
Plant the Celerity domain flag publicly
Articulate Celerity Behavior / Mental Health / Athletics / Systems framework publicly.
Multi-domainCommunity
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✓
Non-PT domain onboarding — contextual tooltips and plain-language entry
Domain selector at account creation that adjusts default language and tooltips.
PlatformMulti-domain
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Data Commons — Foundations
✓
Per-chart Data Commons opt-in toggle
Each chart gets an explicit opt-in flag to contribute to the Data Commons. Opted-in charts appear anonymously in the repository. Not every chart type is appropriate for the Commons — the toggle is a deliberate per-chart decision.
Data CommonsPlatform
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✓
Public chart view — searchable, anonymized database
Opted-in charts can be toggled to appear in a public, searchable platform database. Performer name is always hidden. Only pinpoint, category tags, and analysis values are surfaced. Searchable and filterable by category, behavior type, and analysis outcome.
Data CommonsCommunity
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✓
Behavior category tagging system
Multi-select tag system for charts. Initial set: Academics, Math, Reading, Writing, Language Development, Motor Skills, Oral Motor Skills, Self-Advocacy, ADLs, Community Safety, Sexual Safety, Hygiene, Sports, Athletics, Social Skills, Challenging Behavior, Adaptive Behavior, Mental Health, Vocational Skills. Tags are extensible with curation layer. Each category accumulates celeration, bounce, and median norms.
Data CommonsPlatform
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Mid

Credibility & Community

Month 4–6 · Jun–Aug 2026

Celerity needs to be seen, touched, and discussed in public. Thought leadership begins here.

Community & Visibility
✓
Present Celerity at a PT or behavior science conference
The community needs to see it, touch it, and hear the vision directly.
Community
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✓
Begin writing publicly about the vision
Blog posts, articles, community forum contributions. Builds thought leadership.
CommunityVision
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✓
Identify 2–3 early adopters outside ABA/PT
Celerity Athletics, Advocacy, or Systems early adopters — real users, not a marketing claim.
CommunityMulti-domain
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Data Commons — Intervention & Community
✓
Cel Line intervention tagging
Tag each Cel Line with the intervention active during that period, drawn from a platform-wide intervention library. When data paths are fair-paired, the tag applies to both paths automatically. Builds a growing dataset of intervention effects: celeration, bounce, and phase transition outcomes per intervention type.
Data CommonsPlatform
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✓
Intervention effect database — searchable by category and pinpoint
Platform-wide searchable database of interventions and their typical effects — celeration, bounce change, learning picture trajectories — broken down by behavior category, pinpoint type, and demographic match. Data is emergent from community submissions, not curated centrally.
Data CommonsCommunity
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✓
Participation badges — contribution milestones and learning picture quality
Opt-in acknowledgment of Data Commons participation through badges. Milestones: first chart submitted, first Cel Line tagged, 10 charts, 50 charts. Quality badges: Learning Picture badge for charts at or above platform median for that category; Breakthrough badge for Cel Lines in the top decile of improvement for their category. Social incentive without financial reward.
CommunityPlatform
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Later

Monetization & Celerity Mental Health

Month 6–9 · Aug–Nov 2026

With users who love the platform, informed monetization decisions become possible. Celerity Mental Health begins development in earnest.

Sustainability
✓
Determine and implement monetization model
The right model is still an open question. Guiding principles: individual access should stay affordable; the platform shouldn't be paywalled in ways that exclude practitioners who need it most. Premium tiers should add value, not gate core functionality.
Platform
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Celerity Mental Health
✓
Celerity Mental Health — begin development
Applying the same precise measurement philosophy to mental health and wellbeing. What gets tracked, changes. The theoretical grounding is still being worked out — that's part of why this is on the horizon.
Celerity Mental HealthClinical
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Horizon

Clinic, Ecosystem & Expansion

Month 9–12 · Nov 2026–Mar 2027

With BCBA credential, platform revenue, and established user base, the clinic becomes a live plan.

Celerity Behavior — Clinic
✓
Celerity Behavior clinic — serious business planning
First Celerity Behavior outpost. ProsocialWorld values, workplace democracy.
Celerity BehaviorVision
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✓
Identify clinic co-founder or operational partner
ProsocialWorld values and workplace democracy orientation. Clinical credibility and organizational capacity both matter.
Celerity BehaviorPersonal
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Ecosystem Expansion
✓
Celerity Systems — organizational performance outreach
OBM practitioners, workplace wellness, change management. Potential enterprise revenue channel.
Celerity SystemsCommunity
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✓
Celerity Advocacy — advocacy groups and policy orgs outreach
Precision Policy Making — organizations that measure the rate of change in the things they care about.
Celerity AdvocacyCommunity
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✓
Year-end review — multi-domain identity, data commons, monetization, clinic timeline
Assess against benchmark and set Year 2 roadmap.
Vision
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Vision

Data Commons — Design Notes

Living document

What if enough people measured carefully, across enough domains, that patterns nobody expected started to emerge? The Data Commons is the bet that collective measurement has something to teach us. An anonymous, opt-in repository of celeration data — across whatever domains Celerity eventually reaches — that grows more useful the more people contribute to it.

What the Commons Makes Possible
Population-level celeration norms
Each domain and tag category accumulates enough charts to produce distribution statistics — typical celerations, bounce ranges, medians, phase transition patterns. A chart stops being just a record of one person and becomes a data point in a much larger picture.
Comparative learning pictures
How does this learner compare to others with similar pinpoints, demographics, and starting conditions? What interventions have been associated with the fastest learning for this type of target? These are the questions the Commons is built to answer — not from theory, but from aggregated measurement.
Intervention effect data — across every domain
Cel Lines tagged with interventions accumulate into a growing, searchable record of what works, for what, and under what conditions. When data paths are fair-paired, a Cel Line tag applies to both paths — counting the full picture of an intervention's effect. The data is community-generated, not curated by a central authority.
Participation & Community
Opt-in contribution; always anonymous in the Commons
Charts are opted into the Commons explicitly — a single toggle per chart. Once opted in, charts appear in the repository anonymously: no performer name, no identifying context. Category tags, celeration values, and analysis data are what gets shared. Not all charts are appropriate for the Commons — a societal data chart tracking election results belongs somewhere else entirely.
Contribution badges
Charts and Cel Lines that meet or exceed platform norms for their category earn visible quality badges — recognition that the data contributed something worth celebrating.