20 Glossary – Bridgeframe

This glossary provides comprehensive terminology mapping between Business Analysis (BA) and Public Health (PH) domains. Terms are organized alphabetically with cross-references.

20.1 A

Acceptance Criteria (BA): Conditions that a solution must meet to be accepted by stakeholders. PH equivalent: Evaluation protocol measures, success criteria.
Acceptance Testing (BA): Formal testing to verify a solution meets acceptance criteria. PH equivalent: Pilot evaluation, field testing.
Activity (PH): An action taken as part of a program or intervention. BA equivalent: Functional requirement, use case step.
Adaptability (Implementation Science): Degree to which an intervention can be modified for local context. BA equivalent: Configurability, customization capability.
After-Action Review (PH): Structured review of what happened, why, and how to improve. BA equivalent: Lessons learned, retrospective.
Agile (BA): Iterative development methodology emphasizing flexibility and stakeholder collaboration. PH parallel: Adaptive management, PDSA cycles.
Accountability Structures (Organizational): Governance mechanisms ensuring responsibility and ownership for processes and outcomes. Includes process owners, steering committees, escalation paths, and service-level agreements (SLAs). Application: Both BA and PH require clear accountability to prevent process drift.
Andragogy (Education): Theory of adult learning emphasizing self-direction, experience-based learning, and relevance. Key principles include connecting training to real problems and appealing to internal motivation rather than compliance.
Applicant Tracking System (ATS) (Workforce): Automated software used by employers to filter job applications by keywords and qualifications. Hybrid professionals must tailor resumes to pass ATS filters in both technical and public health domains.
Award Notice (Government Procurement): Public announcement of which vendor won a government contract. Job seekers can use award notices to identify employers who are actively staffing new projects.
Automation Clinic (Community Resource): A free, community-driven service where public health professionals submit repetitive, manual tasks and receive automation solutions (scripts, tool recommendations, workflow redesigns) developed using open source tools. Builds a shared library of reusable solutions. See the Public Health Automation Clinic for full details.
Automation Spectrum (Process Optimization): Range of automation levels from manual through assisted, partial, conditional, to full automation. Each level defines different human-machine collaboration and oversight requirements.

20.2 B

Backlog (BA/Agile): Prioritized list of work items. PH equivalent: Workplan, action item list.
Baseline (Both): Starting point measurement for comparison. In BA, current state metrics. In PH, epidemiological baseline data.
Beneficiary (PH): Person or group intended to benefit from a program. BA equivalent: End user, customer.
Blind Application (Workforce): Proactive job application sent to a vendor before they post open positions, typically after identifying a contract award. Positions the applicant as a solution provider rather than a job seeker.
Bridge Role (Workforce): Position explicitly designed for translation between IT and public health domains, such as Health Informatics Liaison or Technical Program Analyst. These roles typically have dual reporting and cross-domain performance metrics.
Bronze Layer (Data Architecture): The first layer in medallion architecture containing raw, unprocessed data as received from source systems. Data is preserved in its original format for auditability and reprocessing. PH equivalent: Ingestion layer, source data repository. Key PH roles: Data managers, data stewards, IT operations.
BPMN (Business Process Model and Notation) (BA): Standard for process diagrams. PH equivalent: Intervention flowchart, workflow diagram.
Bug (BA): Defect in software. PH equivalent: Adverse event, variance from protocol.
Bullying (Organizational) (Organizational): Harmful behaviors that intimidate, belittle, or undermine staff, leading to silence, unreported errors, and talent departure. Response: Establish psychological safety as a core organizational value; enforce clear anti-bullying policies with consequences; provide anonymous reporting channels; train managers to recognize and address harmful behaviors early.
Business Case (BA): Justification for a project based on expected benefits. PH equivalent: Needs assessment, funding proposal.
Business Need (BA): Problem or opportunity driving a project. PH equivalent: Public health challenge, health need.
Business Rule (BA): Constraint governing system behavior. PH equivalent: Clinical guideline, protocol rule.

20.3 C

Capacity Building (PH): Developing skills and resources in individuals and organizations. BA equivalent: Training, organizational readiness.
Case Definition (PH): Criteria for identifying disease cases. BA equivalent: Data validation rules, entity definition.
CFIR (Consolidated Framework for Implementation Research) (PH): Framework for understanding implementation context. BA application: Assessing organizational readiness, NFR refinement.
Champion (Both): Person who advocates for and promotes an initiative. Usage similar in both domains.
Change Management (BA): Approach for transitioning organizations to new systems/processes. PH equivalent: Implementation strategy, adoption support.
Change Control (Project Management): Formal process for evaluating, approving, and documenting changes to scope, schedule, or requirements. Prevents scope creep by requiring explicit stakeholder sign-off before modifying baselines. Components: Change request form, impact assessment, approval authority, decision log.
Centralization (Organizational): Strategy of consolidating core functions (e.g., data cleaning, report generation) into shared services to reduce duplication, ensure consistency, and build specialized expertise. Application: When multiple teams rely on the same data, that data should be centrally stored and cleaned.
Change Resistance (Organizational): Reluctance to adopt new tools, processes, or approaches due to fear, uncertainty, perceived loss of control, or comfort with existing methods. Manifests as slow adoption, workarounds, or shadow systems. Mitigation: Co-design solutions with end users; run small pilots before full rollout; provide training and support; align incentives with adoption; demonstrate concrete benefits through success stories.
CAHIMS / CPHIMS (Workforce): Certified Associate/Professional in Healthcare Information and Management Systems. HIMSS certifications demonstrating health IT competency; valuable credentials for BA professionals entering the health sector.
Community Health Assessment (PH): Systematic examination of health status and needs. BA equivalent: Current state analysis, needs assessment.
Community of Practice (Workforce): Internal group connecting professionals across organizational silos to share knowledge. In hybrid contexts, CoPs facilitate BA/PH translation through brown-bag sessions, shared channels, and joint retrospectives.
Community Partner (PH): External organization collaborating on health initiatives. BA equivalent: Stakeholder, vendor, integration partner.
Complexity (Implementation Science): Perceived difficulty of implementing an intervention. BA equivalent: Usability concerns, training requirements.
Compliance (Both): Adherence to regulations, standards, or requirements. In PH, often HIPAA, CDC standards. In BA, often regulatory NFRs.
Constraint (BA): Limitation on solution options. PH equivalent: Policy constraint, resource limitation.
Current State (BA): Existing situation before change. PH equivalent: Baseline, pre-intervention status.

20.4 D

Data Dictionary (Both): Documentation of data elements, definitions, and formats. Used similarly in both domains.
Data Lake (Data Architecture): Centralized repository for storing raw data in native format. Supports schema-on-read, allowing flexible analysis without predefined structure. PH application: Repository for diverse health data sources (EHRs, labs, vital records) before standardization.
Data Lakehouse (Data Architecture): Architecture combining data lake flexibility with data warehouse reliability. Supports both raw data storage and structured analytics. Enables medallion architecture patterns.
Data Lineage (Data Architecture): Documentation of data’s origin and transformations from source to final output. PH equivalent: Chain of custody for data, audit trail.
Data Manager (PH): Professional responsible for receiving, organizing, and maintaining data from source systems. Works primarily with Bronze layer data, ensuring completeness and proper storage of incoming files. BA equivalent: Data steward, data operations specialist.
Data Quality (Both): Accuracy, completeness, and reliability of data. Critical in both domains.
Defect (BA): Flaw in a deliverable. PH equivalent: Protocol deviation, adverse event.
Deliverable (BA): Output of project work. PH equivalent: Program output, product.
Demo (BA/Agile): Presentation of completed work. PH equivalent: Progress presentation, milestone review.
Disruptive Interpersonal Patterns (Organizational): Observable behaviors that undermine team function, such as unpredictable decision-making, intimidation, or creating fear-based dynamics. Approach: Address behaviors rather than speculating on motives or diagnosing; document conduct expectations clearly; use HR and governance processes to protect team function and individual well-being. See also: Bullying (Organizational), Psychological Safety.
Deduplication of Effort (Organizational): Identifying and eliminating redundant work across teams. Mechanisms include shared data layers, internal tool registries, and knowledge bases with reusable templates.
Dual-Framework Thinking (Workforce): Core competency of hybrid professionals: the ability to map Agile artifacts (user stories, sprints) to Logic Model outcomes (activities, outputs) and vice versa.

20.5 E

Effectiveness (PH): Degree to which an intervention achieves intended outcomes. BA equivalent: Solution value, ROI.
Elicitation (BA): Techniques for gathering requirements from stakeholders. PH equivalent: Community engagement, data collection.
Epic (BA/Agile): Large user story spanning multiple sprints. PH equivalent: Grant objective, program goal.
Epidemiological Baseline (PH): Pre-intervention disease/health status data. BA equivalent: Current state metrics.
Evaluation (Both): Assessment of value, outcomes, or quality. In BA, solution evaluation. In PH, program evaluation.
Expectation Management (Organizational/PM): Practice of aligning goals and delivery commitments with capacity, constraints, and evidence. Techniques: Evidence-based estimation, transparent SLAs/OLAs, and frequent re-baselining when scope or resources change.
Evidence-Based Estimation (Project Management): Using historical data (velocity, throughput, cycle time) rather than guesswork to forecast delivery timelines and capacity. Reduces unrealistic expectations by grounding commitments in demonstrated capability. Application: Track actual completion rates over time; use running averages to predict future sprints.

20.6 F

Feasibility (Both): Assessment of whether something can be done. Technical, economic, operational (BA) or evidence-based, resource, political (PH).
Fidelity (PH): Degree to which an intervention is delivered as designed. BA equivalent: Conformance to specifications.
Focus Group (Both): Group discussion for gathering perspectives. Used similarly in both domains.
Functional Requirement (BA): What a system must do. PH equivalent: Program activity, intervention component.
Future State (BA): Desired situation after change. PH equivalent: Program goals, intended outcomes.

20.7 G

Gemba (Lean/Both): Going to the actual place where work happens. Applicable in both BA observation and PH site visits.
Go-Live (BA): System deployment to production. PH equivalent: Program launch, intervention rollout.
Gold Layer (Data Architecture): The final layer in medallion architecture containing curated, analytics-ready data. Optimized for reporting, dashboards, and decision support. Examples include line lists for contact tracing, summary reports, and regulatory submissions. PH equivalent: Reporting layer, analytics datasets, CDC submission files.
Governance (Both): Decision-making structure and authority. Similar usage in both domains.
GPS Format (PH-adapted): “Given [context], Person [role] Should [action]” user story format for clinical contexts.

20.8 H

Health Indicator (PH): Measurable characteristic of population health. BA equivalent: KPI, metric.
Health Information Exchange (HIE) (PH): Electronic sharing of health data. BA equivalent: System integration, data exchange.
Hybrid Professional (Workforce): Professional who operates fluently in both IT/BA and public health domains. May also be called Public Health Business Analyst (PH-BA) or Health Informatician. See also: Bridge Role.

20.9 I

Impact (PH): Long-term effects of an intervention. BA equivalent: Business value, strategic outcomes.
Intake Form (Process/Community Resource): Structured data collection instrument used to capture enough detail about a problem or request to enable triage and solution development. In the Automation Clinic context, captures the task description, current workflow, tools available, and technical environment.
Implementation (Both): Putting a solution or intervention into practice. Similar usage.
Implementation Climate (CFIR): Organizational receptivity to change. BA equivalent: Organizational readiness.
Implementation Science (PH): Study of methods to promote adoption of evidence-based practices. BA application: Change management, adoption strategy.
Indicator (PH): Measurable variable reflecting status or change. BA equivalent: Metric, KPI.
Inner Setting (CFIR): Internal organizational context. BA equivalent: Organizational environment, culture.
Input (PH Logic Model): Resources invested in a program. BA equivalent: Resources, constraints.
Integration (BA): Connecting systems to work together. PH equivalent: Interoperability, HIE.
Interest Holder (PH): Person or group with interest in a program. BA equivalent: Stakeholder.
Intervention (PH): Action taken to improve health. BA equivalent: Solution, system, process change.
Iteration (BA/Agile): Fixed time period for development work. PH equivalent: PDSA cycle, program phase.
Iterative Development (Process Optimization): Approach to building systems incrementally, assessing priority functionality at each step rather than developing complete solutions before user feedback. Prevents months of work on systems that do not meet critical needs.

20.10 K

Kanban (Project Management): Visual workflow management method emphasizing continuous flow, work-in-progress (WIP) limits, and pull-based task assignment. Best for: Operations, continuous improvement, teams with unpredictable incoming work. Key practices: Visualize work, limit WIP, manage flow, make policies explicit.
Key Informant (PH): Person with specialized knowledge consulted for input. BA equivalent: Subject matter expert (SME).
KPI (Key Performance Indicator) (BA): Metric measuring success. PH equivalent: Health indicator, outcome measure.

20.11 J

Job Series (Federal Employment): Numerical classification system for federal positions. Key series for hybrid professionals include 0601 (General Health Science), 0685 (Public Health Program Specialist), and 2210 (IT Management).
Job Demands-Resources Model (JD-R) (Psychology): Model explaining that job stress results from imbalance between demands (workload, time pressure, complexity) and resources (autonomy, support, feedback). Process optimization should reduce demands while maintaining or increasing resources.

20.12 L

Leadership Competence (Organizational): Adequate domain understanding by leaders to guide priorities and decisions. Remedy: Pair with SMEs, establish decision review gates, and continuous domain briefings.
Lessons Learned (BA): Knowledge gained from experience. PH equivalent: After-action review findings.
Line List (PH): Tabular record of individual cases used for outbreak investigation, contact tracing, and epidemiological analysis. Contains one row per case with key variables (demographics, dates, outcomes). A Gold layer artifact because it serves operational purposes and derives from cleansed Silver layer data. BA equivalent: Operational report, case management export.
Logic Model (PH): Visual representation of program theory (inputs → activities → outputs → outcomes). BA equivalent: Requirements traceability, value chain.

20.13 M

Maintenance (RE-AIM): Sustainability of an intervention over time. BA equivalent: Operational sustainability.
Medallion Architecture (Data Architecture): Data design pattern organizing data into three progressively refined layers: Bronze (raw), Silver (cleansed), and Gold (curated). Originated from Databricks circa 2020, building on traditional data warehousing concepts. PH application: Maps to surveillance data flow from ingestion through standardization to reporting.
Milestone (Both): Significant point in project timeline. In PH, often aligned with grant reporting.
MVP (Minimum Viable Product) (BA/Agile): Smallest useful version of a solution. PH equivalent: Pilot intervention, proof of concept.

20.14 N

Needs Assessment (PH): Systematic identification of needs and gaps. BA equivalent: Business analysis, current state assessment.
NFR (Non-Functional Requirement) (BA): Quality attribute or constraint. PH equivalent: Implementation characteristic (CFIR).
Nonviolent Communication (NVC) (Communication): Communication approach focusing on observations, feelings, needs, and requests. Use: Reduces conflict and supports psychological safety.

20.15 O

Outcome (PH): Change resulting from an intervention. BA equivalent: Benefit, value delivered.
Onboarding Crosswalk (Workforce): Structured orientation materials that cover both BA and PH domains for new team members joining hybrid projects. Includes terminology glossaries, framework overviews, and project-specific mappings.
Outer Setting (CFIR): External context (regulations, networks, peer pressure). BA equivalent: External environment, market forces.
Output (PH Logic Model): Direct products of program activities. BA equivalent: Deliverables, features.
Organizational Misalignment (Organizational): Disconnect between goals, priorities, or definitions across teams leading to duplication and conflict. Remedy: Cascading OKRs, shared roadmaps, single prioritized backlog.
Organizational Culture (Schein Model) (Organizational): Edgar Schein’s framework describing three levels of culture: (1) Artifacts (visible structures and processes), (2) Espoused Values (stated strategies and goals), and (3) Basic Assumptions (unconscious beliefs). Process optimization often fails when it addresses only artifacts while conflicting with basic assumptions.
OKR (Objectives and Key Results) (Project Management): Goal-setting framework connecting high-level objectives to measurable key results. Structure: Objective (qualitative, inspirational) + 3-5 Key Results (quantitative, measurable). Use: Cascading OKRs align team goals to organizational strategy; helps prevent misalignment and ensures work connects to outcomes.

20.16 P

PDSA (Plan-Do-Study-Act) (PH): Quality improvement cycle. BA equivalent: Sprint/iteration, continuous improvement cycle.
PHIFP (Public Health Informatics Fellowship Program) (Workforce): CDC fellowship program training professionals at the intersection of public health practice and information systems. Produces hybrid professionals who lead health IT initiatives across state and local health departments.
PHIT (Public Health Informatics & Technology) Program (Workforce): ONC-funded workforce development program training diverse professionals in health informatics. Emphasizes recruiting from underrepresented communities.
Pilot (Both): Small-scale test of a solution or intervention. Similar usage.
Personality Pathology (Organizational Risk) (Organizational): Concerns about maladaptive interpersonal patterns impacting decisions and team function. Best practice: Avoid diagnosing or speculating on motives in workplace contexts; instead focus on observable behaviors, document conduct expectations, and use HR processes and governance mechanisms to protect staff and operations. See also: Disruptive Interpersonal Patterns.
Political Factors / Political Interference (Organizational): Formal and informal power dynamics that influence decisions beyond evidence or merit. Can cause decision volatility, misdirected resources, and staff demoralization. Guardrails: Charter-based governance with documented authority, transparent decision criteria, decision logs accessible to stakeholders, conflict-of-interest declarations, and external review for high-stakes choices.
Process Evaluation (PH): Assessment of how an intervention was implemented. BA equivalent: Implementation review.
Program (PH): Organized set of activities to achieve health objectives. BA equivalent: Solution, system, project.
Protocol (PH): Standardized procedure or guideline. BA equivalent: Business rule, procedure specification.
Pattern Library (Both): Curated collection of reusable solutions to commonly recurring problems. In the Automation Clinic context, a growing repository of scripts, workflows, and tool recommendations addressing frequent public health automation needs.
Process Optimization (Both): Systematic approach to improving efficiency and effectiveness by eliminating unnecessary processes, automating mission-critical ones, and ensuring demonstrable value. Goal is maximizing impact with available resources.
Process Owner (Organizational): Single point of accountability for a process. Responsible for performance, improvement, and governance of that process.
Prototype (BA): Early model for testing concepts. PH equivalent: Pilot, formative testing.
Public Trust (Federal Employment): Security clearance level commonly required for federal contractor positions in health IT. Lower than Secret/Top Secret but still requires background investigation.
Psychological Safety (Organizational): Environment where team members feel safe to take risks, ask questions, and admit mistakes without fear of punishment. Essential for sustainable process improvement and innovation. Research by Amy Edmondson demonstrates that psychologically safe teams perform better.

20.17 Q

Quality Assurance (QA) (BA): Systematic quality activities. PH equivalent: Quality Improvement (QI).
Quality Improvement (QI) (PH): Continuous improvement of processes and outcomes. BA equivalent: Continuous improvement, QA.

20.18 R

RE-AIM (PH): Framework for evaluating public health impact (Reach, Effectiveness, Adoption, Implementation, Maintenance).
RACI Matrix (Project Management): Framework defining roles for each activity: Responsible (does the work), Accountable (ultimately answerable, one person only), Consulted (provides input), Informed (kept updated). Prevents gaps and overlaps in responsibility.
Reach (RE-AIM): Proportion of target population participating. BA equivalent: Adoption rate, market penetration.
Readiness (Both): Preparedness for change. Implementation readiness (PH) or organizational readiness (BA).
Red Teaming (Organizational): Structured practice of challenging assumptions by assigning a team to critique plans and surface risks. Use: Improves decisions by integrating opposing perspectives.
Relative Advantage (CFIR): Perception that intervention is better than current practice. BA equivalent: Value proposition.
Request for Proposal (RFP) (Government Procurement): Formal solicitation document describing a government agency’s needs and inviting vendors to bid. For job seekers, RFPs reveal upcoming demand for specific skills before positions are posted. See also: Award Notice.
Requirements (BA): Conditions a solution must satisfy. PH equivalent: Program specifications, protocols.
Retrospective (BA/Agile): Meeting to reflect on past work. PH equivalent: After-action review.
Rights Holder (PH): Person with inherent claims (alternative to “stakeholder”). BA equivalent: Stakeholder (with different connotation).
Risk (Both): Potential for adverse outcomes. Similar usage; PH may emphasize community risk.
ROI (Return on Investment) (BA): Financial value relative to cost. PH equivalent: Cost-effectiveness, cost-benefit.

20.19 S

Scope (Both): Boundaries of what is included. Similar usage in both domains.
Scope Creep (BA): Uncontrolled expansion or shifting of scope that leads to churn and rework. PH equivalent: Program drift. Controls: Change control process, backlog refinement, decision logs, and re-baselining.
Service-User Scenario (PH-adapted): Narrative description of user journey. BA equivalent: User story, use case narrative.
SBAR (Communication) (Both): Structured communication framework: Situation, Background, Assessment, Recommendation. Improves clarity and reduces misunderstandings in technical and clinical contexts.
Self-Determination Theory (SDT) (Psychology): Theory identifying three innate psychological needs that drive motivation: autonomy (control over one’s work), competence (mastery and effectiveness), and relatedness (connection to others). Process design should support all three.
Shared Services (Organizational): Model where core functions (data cleaning, reporting, training development, compliance) are centralized to serve multiple teams. Reduces duplication and builds specialized expertise.
SLA / OLA (Service Level Agreement / Operating Level Agreement) (Organizational): Documented commitments defining expected performance levels. SLA: Agreement with external customers or stakeholders (e.g., 99.9% uptime, 48-hour response). OLA: Internal agreement between teams supporting the SLA (e.g., IT commits to 4-hour escalation response to data team). Establishes accountability and enables governance.
Silver Layer (Data Architecture): The middle layer in medallion architecture containing cleansed, validated, and standardized data. Transformations include deduplication, format normalization, and quality checks. PH equivalent: Harmonization layer, FHIR/OMOP standardized datasets, de-identified data.
SME (Subject Matter Expert) (BA): Person with domain expertise. PH equivalent: Key informant, clinical expert.
Solution (BA): System or process addressing a business need. PH equivalent: Intervention, program.
Sprint (BA/Agile): Fixed-length iteration. PH equivalent: PDSA cycle, work period.
Stakeholder (BA): Person with interest in a project. PH alternatives: Interest holder, community partner, rights holder.
Structured Dissent (Organizational): Formal inclusion of opposing views in decision-making through methods like devil’s advocate roles, red teaming, and dissent summaries.
Summative Evaluation (PH): Assessment of overall outcomes after implementation. BA equivalent: Post-implementation review.
Sustainability (PH): Ability to maintain intervention over time. BA equivalent: Operational viability.
Super-User (Workforce): Staff member who becomes the informal technology expert for their team. Often the best candidates for formal hybrid roles because they possess deep domain context that is difficult to teach.
Systems Integrator (Federal Contracting): Large consulting firm that executes major government IT contracts (e.g., Deloitte, Accenture, Booz Allen Hamilton, Leidos). Primary employers for hybrid professionals working on federal health IT modernization.

20.20 T

Test Case (BA): Specification for verifying a requirement. PH equivalent: Evaluation measure, data collection protocol.
Traceability (BA): Linking requirements to sources and tests. PH equivalent: Theory of change alignment.
Terminology Fluency (Workforce): Ability to speak both BA and PH languages without constant translation pauses. A core competency for hybrid professionals.
Training (Both): Building user/staff capability. Similar usage; PH may use “capacity building.”

20.21 U

UAT (User Acceptance Testing) (BA): Stakeholder verification of solution. PH equivalent: Pilot evaluation, field testing.
Use Case (BA): Description of system-user interaction. PH equivalent: Clinical scenario, patient journey.
Unicorn Job Description (Workforce): Job posting with unrealistic requirements spanning multiple specialties (e.g., PhD, PMP, 10 years Python, and nursing license). Usually signals role clarity issues; candidates meeting 50 to 60 percent of criteria should still apply.
User Story (BA/Agile): Brief requirement from user perspective. PH equivalents: Service-user scenario, GPS format.
Unhealthy Competition (Organizational): Internal rivalry that undermines collaboration, causes information hoarding, and leads to duplicated effort. Remedy: Establish shared goals that require collaboration; use team-based (not individual) incentives; conduct cross-team reviews to surface dependencies and promote transparency.

20.22 V

Validation (Both): Confirming the right thing is built. Similar usage.
Variance (PH): Deviation from expected outcome. BA equivalent: Defect, exception.
Verification (Both): Confirming the thing is built right. Similar usage.
Visual Management (Lean/PM): Using visible displays (Kanban boards, dashboards, status indicators) to make work status, blockers, and progress immediately apparent to all team members. Reduces need for status meetings and supports self-organization.

20.23 W

Workflow (Both): Sequence of tasks to accomplish work. Similar usage.
Workplan (PH): Detailed plan of activities. BA equivalent: Project plan, backlog.

20.24 Quick Reference: Most Common Translations

When You Hear…	BA Meaning	PH Meaning
“Requirements”	System specifications	Program protocols
“Stakeholder”	Anyone with interest	Community partner, rights holder
“Sprint”	2-week development cycle	PDSA cycle
“User story”	Feature description	Service-user scenario
“KPI”	Business metric	Health indicator
“MVP”	Minimal product	Pilot intervention
“Go-live”	System deployment	Program launch
“Bug”	Software defect	Protocol variance
“Bronze layer”	Raw data ingestion	Source data, ingestion
“Silver layer”	Cleansed/validated data	Standardized, harmonized data
“Gold layer”	Analytics-ready data	Reporting datasets, CDC submissions
“Data lakehouse”	Unified data platform	Integrated surveillance data repository
“OKR”	Objectives and Key Results	Logic model alignment, grant objectives
“Kanban”	Visual workflow board	Task tracking, workplan visualization
“SLA”	Service Level Agreement	Performance commitment, response time target
“Scope creep”	Uncontrolled scope expansion	Program drift

--- title: "Glossary" --- This glossary provides comprehensive terminology mapping between Business Analysis (BA) and Public Health (PH) domains. Terms are organized alphabetically with cross-references. ## A **Acceptance Criteria** (BA) : Conditions that a solution must meet to be accepted by stakeholders. **PH equivalent**: Evaluation protocol measures, success criteria. **Acceptance Testing** (BA) : Formal testing to verify a solution meets acceptance criteria. **PH equivalent**: Pilot evaluation, field testing. **Activity** (PH) : An action taken as part of a program or intervention. **BA equivalent**: Functional requirement, use case step. **Adaptability** (Implementation Science) : Degree to which an intervention can be modified for local context. **BA equivalent**: Configurability, customization capability. **After-Action Review** (PH) : Structured review of what happened, why, and how to improve. **BA equivalent**: Lessons learned, retrospective. **Agile** (BA) : Iterative development methodology emphasizing flexibility and stakeholder collaboration. **PH parallel**: Adaptive management, PDSA cycles. **Accountability Structures** (Organizational) : Governance mechanisms ensuring responsibility and ownership for processes and outcomes. Includes process owners, steering committees, escalation paths, and service-level agreements (SLAs). **Application**: Both BA and PH require clear accountability to prevent process drift. **Andragogy** (Education) : Theory of adult learning emphasizing self-direction, experience-based learning, and relevance. Key principles include connecting training to real problems and appealing to internal motivation rather than compliance. **Applicant Tracking System (ATS)** (Workforce) : Automated software used by employers to filter job applications by keywords and qualifications. Hybrid professionals must tailor resumes to pass ATS filters in both technical and public health domains. **Award Notice** (Government Procurement) : Public announcement of which vendor won a government contract. Job seekers can use award notices to identify employers who are actively staffing new projects. **Automation Clinic** (Community Resource) : A free, community-driven service where public health professionals submit repetitive, manual tasks and receive automation solutions (scripts, tool recommendations, workflow redesigns) developed using open source tools. Builds a shared library of reusable solutions. See the [Public Health Automation Clinic](https://andre-inter-collab-llc.github.io/Public-Health-Automation-Clinic/){target="_blank"} for full details. **Automation Spectrum** (Process Optimization) : Range of automation levels from manual through assisted, partial, conditional, to full automation. Each level defines different human-machine collaboration and oversight requirements. ## B **Backlog** (BA/Agile) : Prioritized list of work items. **PH equivalent**: Workplan, action item list. **Baseline** (Both) : Starting point measurement for comparison. In BA, current state metrics. In PH, epidemiological baseline data. **Beneficiary** (PH) : Person or group intended to benefit from a program. **BA equivalent**: End user, customer. **Blind Application** (Workforce) : Proactive job application sent to a vendor before they post open positions, typically after identifying a contract award. Positions the applicant as a solution provider rather than a job seeker. **Bridge Role** (Workforce) : Position explicitly designed for translation between IT and public health domains, such as Health Informatics Liaison or Technical Program Analyst. These roles typically have dual reporting and cross-domain performance metrics. **Bronze Layer** (Data Architecture) : The first layer in medallion architecture containing raw, unprocessed data as received from source systems. Data is preserved in its original format for auditability and reprocessing. **PH equivalent**: Ingestion layer, source data repository. **Key PH roles**: Data managers, data stewards, IT operations. **BPMN (Business Process Model and Notation)** (BA) : Standard for process diagrams. **PH equivalent**: Intervention flowchart, workflow diagram. **Bug** (BA) : Defect in software. **PH equivalent**: Adverse event, variance from protocol. **Bullying (Organizational)** (Organizational) : Harmful behaviors that intimidate, belittle, or undermine staff, leading to silence, unreported errors, and talent departure. **Response**: Establish psychological safety as a core organizational value; enforce clear anti-bullying policies with consequences; provide anonymous reporting channels; train managers to recognize and address harmful behaviors early. **Business Case** (BA) : Justification for a project based on expected benefits. **PH equivalent**: Needs assessment, funding proposal. **Business Need** (BA) : Problem or opportunity driving a project. **PH equivalent**: Public health challenge, health need. **Business Rule** (BA) : Constraint governing system behavior. **PH equivalent**: Clinical guideline, protocol rule. ## C **Capacity Building** (PH) : Developing skills and resources in individuals and organizations. **BA equivalent**: Training, organizational readiness. **Case Definition** (PH) : Criteria for identifying disease cases. **BA equivalent**: Data validation rules, entity definition. **CFIR (Consolidated Framework for Implementation Research)** (PH) : Framework for understanding implementation context. **BA application**: Assessing organizational readiness, NFR refinement. **Champion** (Both) : Person who advocates for and promotes an initiative. Usage similar in both domains. **Change Management** (BA) : Approach for transitioning organizations to new systems/processes. **PH equivalent**: Implementation strategy, adoption support. **Change Control** (Project Management) : Formal process for evaluating, approving, and documenting changes to scope, schedule, or requirements. Prevents scope creep by requiring explicit stakeholder sign-off before modifying baselines. **Components**: Change request form, impact assessment, approval authority, decision log. **Centralization** (Organizational) : Strategy of consolidating core functions (e.g., data cleaning, report generation) into shared services to reduce duplication, ensure consistency, and build specialized expertise. **Application**: When multiple teams rely on the same data, that data should be centrally stored and cleaned. **Change Resistance** (Organizational) : Reluctance to adopt new tools, processes, or approaches due to fear, uncertainty, perceived loss of control, or comfort with existing methods. Manifests as slow adoption, workarounds, or shadow systems. **Mitigation**: Co-design solutions with end users; run small pilots before full rollout; provide training and support; align incentives with adoption; demonstrate concrete benefits through success stories. **CAHIMS / CPHIMS** (Workforce) : Certified Associate/Professional in Healthcare Information and Management Systems. HIMSS certifications demonstrating health IT competency; valuable credentials for BA professionals entering the health sector. **Community Health Assessment** (PH) : Systematic examination of health status and needs. **BA equivalent**: Current state analysis, needs assessment. **Community of Practice** (Workforce) : Internal group connecting professionals across organizational silos to share knowledge. In hybrid contexts, CoPs facilitate BA/PH translation through brown-bag sessions, shared channels, and joint retrospectives. **Community Partner** (PH) : External organization collaborating on health initiatives. **BA equivalent**: Stakeholder, vendor, integration partner. **Complexity** (Implementation Science) : Perceived difficulty of implementing an intervention. **BA equivalent**: Usability concerns, training requirements. **Compliance** (Both) : Adherence to regulations, standards, or requirements. In PH, often HIPAA, CDC standards. In BA, often regulatory NFRs. **Constraint** (BA) : Limitation on solution options. **PH equivalent**: Policy constraint, resource limitation. **Current State** (BA) : Existing situation before change. **PH equivalent**: Baseline, pre-intervention status. ## D **Data Dictionary** (Both) : Documentation of data elements, definitions, and formats. Used similarly in both domains. **Data Lake** (Data Architecture) : Centralized repository for storing raw data in native format. Supports schema-on-read, allowing flexible analysis without predefined structure. **PH application**: Repository for diverse health data sources (EHRs, labs, vital records) before standardization. **Data Lakehouse** (Data Architecture) : Architecture combining data lake flexibility with data warehouse reliability. Supports both raw data storage and structured analytics. Enables medallion architecture patterns. **Data Lineage** (Data Architecture) : Documentation of data's origin and transformations from source to final output. **PH equivalent**: Chain of custody for data, audit trail. **Data Manager** (PH) : Professional responsible for receiving, organizing, and maintaining data from source systems. Works primarily with Bronze layer data, ensuring completeness and proper storage of incoming files. **BA equivalent**: Data steward, data operations specialist. **Data Quality** (Both) : Accuracy, completeness, and reliability of data. Critical in both domains. **Defect** (BA) : Flaw in a deliverable. **PH equivalent**: Protocol deviation, adverse event. **Deliverable** (BA) : Output of project work. **PH equivalent**: Program output, product. **Demo** (BA/Agile) : Presentation of completed work. **PH equivalent**: Progress presentation, milestone review. **Disruptive Interpersonal Patterns** (Organizational) : Observable behaviors that undermine team function, such as unpredictable decision-making, intimidation, or creating fear-based dynamics. **Approach**: Address behaviors rather than speculating on motives or diagnosing; document conduct expectations clearly; use HR and governance processes to protect team function and individual well-being. See also: Bullying (Organizational), Psychological Safety. **Deduplication of Effort** (Organizational) : Identifying and eliminating redundant work across teams. Mechanisms include shared data layers, internal tool registries, and knowledge bases with reusable templates. **Dual-Framework Thinking** (Workforce) : Core competency of hybrid professionals: the ability to map Agile artifacts (user stories, sprints) to Logic Model outcomes (activities, outputs) and vice versa. ## E **Effectiveness** (PH) : Degree to which an intervention achieves intended outcomes. **BA equivalent**: Solution value, ROI. **Elicitation** (BA) : Techniques for gathering requirements from stakeholders. **PH equivalent**: Community engagement, data collection. **Epic** (BA/Agile) : Large user story spanning multiple sprints. **PH equivalent**: Grant objective, program goal. **Epidemiological Baseline** (PH) : Pre-intervention disease/health status data. **BA equivalent**: Current state metrics. **Evaluation** (Both) : Assessment of value, outcomes, or quality. In BA, solution evaluation. In PH, program evaluation. **Expectation Management** (Organizational/PM) : Practice of aligning goals and delivery commitments with capacity, constraints, and evidence. **Techniques**: Evidence-based estimation, transparent SLAs/OLAs, and frequent re-baselining when scope or resources change. **Evidence-Based Estimation** (Project Management) : Using historical data (velocity, throughput, cycle time) rather than guesswork to forecast delivery timelines and capacity. Reduces unrealistic expectations by grounding commitments in demonstrated capability. **Application**: Track actual completion rates over time; use running averages to predict future sprints. ## F **Feasibility** (Both) : Assessment of whether something can be done. Technical, economic, operational (BA) or evidence-based, resource, political (PH). **Fidelity** (PH) : Degree to which an intervention is delivered as designed. **BA equivalent**: Conformance to specifications. **Focus Group** (Both) : Group discussion for gathering perspectives. Used similarly in both domains. **Functional Requirement** (BA) : What a system must do. **PH equivalent**: Program activity, intervention component. **Future State** (BA) : Desired situation after change. **PH equivalent**: Program goals, intended outcomes. ## G **Gemba** (Lean/Both) : Going to the actual place where work happens. Applicable in both BA observation and PH site visits. **Go-Live** (BA) : System deployment to production. **PH equivalent**: Program launch, intervention rollout. **Gold Layer** (Data Architecture) : The final layer in medallion architecture containing curated, analytics-ready data. Optimized for reporting, dashboards, and decision support. Examples include line lists for contact tracing, summary reports, and regulatory submissions. **PH equivalent**: Reporting layer, analytics datasets, CDC submission files. **Governance** (Both) : Decision-making structure and authority. Similar usage in both domains. **GPS Format** (PH-adapted) : "Given [context], Person [role] Should [action]" user story format for clinical contexts. ## H **Health Indicator** (PH) : Measurable characteristic of population health. **BA equivalent**: KPI, metric. **Health Information Exchange (HIE)** (PH) : Electronic sharing of health data. **BA equivalent**: System integration, data exchange. **Hybrid Professional** (Workforce) : Professional who operates fluently in both IT/BA and public health domains. May also be called Public Health Business Analyst (PH-BA) or Health Informatician. See also: Bridge Role. ## I **Impact** (PH) : Long-term effects of an intervention. **BA equivalent**: Business value, strategic outcomes. **Intake Form** (Process/Community Resource) : Structured data collection instrument used to capture enough detail about a problem or request to enable triage and solution development. In the Automation Clinic context, captures the task description, current workflow, tools available, and technical environment. **Implementation** (Both) : Putting a solution or intervention into practice. Similar usage. **Implementation Climate** (CFIR) : Organizational receptivity to change. **BA equivalent**: Organizational readiness. **Implementation Science** (PH) : Study of methods to promote adoption of evidence-based practices. **BA application**: Change management, adoption strategy. **Indicator** (PH) : Measurable variable reflecting status or change. **BA equivalent**: Metric, KPI. **Inner Setting** (CFIR) : Internal organizational context. **BA equivalent**: Organizational environment, culture. **Input** (PH Logic Model) : Resources invested in a program. **BA equivalent**: Resources, constraints. **Integration** (BA) : Connecting systems to work together. **PH equivalent**: Interoperability, HIE. **Interest Holder** (PH) : Person or group with interest in a program. **BA equivalent**: Stakeholder. **Intervention** (PH) : Action taken to improve health. **BA equivalent**: Solution, system, process change. **Iteration** (BA/Agile) : Fixed time period for development work. **PH equivalent**: PDSA cycle, program phase. **Iterative Development** (Process Optimization) : Approach to building systems incrementally, assessing priority functionality at each step rather than developing complete solutions before user feedback. Prevents months of work on systems that do not meet critical needs. ## K **Kanban** (Project Management) : Visual workflow management method emphasizing continuous flow, work-in-progress (WIP) limits, and pull-based task assignment. **Best for**: Operations, continuous improvement, teams with unpredictable incoming work. **Key practices**: Visualize work, limit WIP, manage flow, make policies explicit. **Key Informant** (PH) : Person with specialized knowledge consulted for input. **BA equivalent**: Subject matter expert (SME). **KPI (Key Performance Indicator)** (BA) : Metric measuring success. **PH equivalent**: Health indicator, outcome measure. ## J **Job Series** (Federal Employment) : Numerical classification system for federal positions. Key series for hybrid professionals include 0601 (General Health Science), 0685 (Public Health Program Specialist), and 2210 (IT Management). **Job Demands-Resources Model (JD-R)** (Psychology) : Model explaining that job stress results from imbalance between demands (workload, time pressure, complexity) and resources (autonomy, support, feedback). Process optimization should reduce demands while maintaining or increasing resources. ## L **Leadership Competence** (Organizational) : Adequate domain understanding by leaders to guide priorities and decisions. **Remedy**: Pair with SMEs, establish decision review gates, and continuous domain briefings. **Lessons Learned** (BA) : Knowledge gained from experience. **PH equivalent**: After-action review findings. **Line List** (PH) : Tabular record of individual cases used for outbreak investigation, contact tracing, and epidemiological analysis. Contains one row per case with key variables (demographics, dates, outcomes). A **Gold layer artifact** because it serves operational purposes and derives from cleansed Silver layer data. **BA equivalent**: Operational report, case management export. **Logic Model** (PH) : Visual representation of program theory (inputs → activities → outputs → outcomes). **BA equivalent**: Requirements traceability, value chain. ## M **Maintenance** (RE-AIM) : Sustainability of an intervention over time. **BA equivalent**: Operational sustainability. **Medallion Architecture** (Data Architecture) : Data design pattern organizing data into three progressively refined layers: Bronze (raw), Silver (cleansed), and Gold (curated). Originated from Databricks circa 2020, building on traditional data warehousing concepts. **PH application**: Maps to surveillance data flow from ingestion through standardization to reporting. **Milestone** (Both) : Significant point in project timeline. In PH, often aligned with grant reporting. **MVP (Minimum Viable Product)** (BA/Agile) : Smallest useful version of a solution. **PH equivalent**: Pilot intervention, proof of concept. ## N **Needs Assessment** (PH) : Systematic identification of needs and gaps. **BA equivalent**: Business analysis, current state assessment. **NFR (Non-Functional Requirement)** (BA) : Quality attribute or constraint. **PH equivalent**: Implementation characteristic (CFIR). **Nonviolent Communication (NVC)** (Communication) : Communication approach focusing on observations, feelings, needs, and requests. **Use**: Reduces conflict and supports psychological safety. ## O **Outcome** (PH) : Change resulting from an intervention. **BA equivalent**: Benefit, value delivered. **Onboarding Crosswalk** (Workforce) : Structured orientation materials that cover both BA and PH domains for new team members joining hybrid projects. Includes terminology glossaries, framework overviews, and project-specific mappings. **Outer Setting** (CFIR) : External context (regulations, networks, peer pressure). **BA equivalent**: External environment, market forces. **Output** (PH Logic Model) : Direct products of program activities. **BA equivalent**: Deliverables, features. **Organizational Misalignment** (Organizational) : Disconnect between goals, priorities, or definitions across teams leading to duplication and conflict. **Remedy**: Cascading OKRs, shared roadmaps, single prioritized backlog. **Organizational Culture (Schein Model)** (Organizational) : Edgar Schein's framework describing three levels of culture: (1) **Artifacts** (visible structures and processes), (2) **Espoused Values** (stated strategies and goals), and (3) **Basic Assumptions** (unconscious beliefs). Process optimization often fails when it addresses only artifacts while conflicting with basic assumptions. **OKR (Objectives and Key Results)** (Project Management) : Goal-setting framework connecting high-level objectives to measurable key results. **Structure**: Objective (qualitative, inspirational) + 3-5 Key Results (quantitative, measurable). **Use**: Cascading OKRs align team goals to organizational strategy; helps prevent misalignment and ensures work connects to outcomes. ## P **PDSA (Plan-Do-Study-Act)** (PH) : Quality improvement cycle. **BA equivalent**: Sprint/iteration, continuous improvement cycle. **PHIFP (Public Health Informatics Fellowship Program)** (Workforce) : CDC fellowship program training professionals at the intersection of public health practice and information systems. Produces hybrid professionals who lead health IT initiatives across state and local health departments. **PHIT (Public Health Informatics & Technology) Program** (Workforce) : ONC-funded workforce development program training diverse professionals in health informatics. Emphasizes recruiting from underrepresented communities. **Pilot** (Both) : Small-scale test of a solution or intervention. Similar usage. **Personality Pathology (Organizational Risk)** (Organizational) : Concerns about maladaptive interpersonal patterns impacting decisions and team function. **Best practice**: Avoid diagnosing or speculating on motives in workplace contexts; instead focus on observable behaviors, document conduct expectations, and use HR processes and governance mechanisms to protect staff and operations. See also: Disruptive Interpersonal Patterns. **Political Factors / Political Interference** (Organizational) : Formal and informal power dynamics that influence decisions beyond evidence or merit. Can cause decision volatility, misdirected resources, and staff demoralization. **Guardrails**: Charter-based governance with documented authority, transparent decision criteria, decision logs accessible to stakeholders, conflict-of-interest declarations, and external review for high-stakes choices. **Process Evaluation** (PH) : Assessment of how an intervention was implemented. **BA equivalent**: Implementation review. **Program** (PH) : Organized set of activities to achieve health objectives. **BA equivalent**: Solution, system, project. **Protocol** (PH) : Standardized procedure or guideline. **BA equivalent**: Business rule, procedure specification. **Pattern Library** (Both) : Curated collection of reusable solutions to commonly recurring problems. In the Automation Clinic context, a growing repository of scripts, workflows, and tool recommendations addressing frequent public health automation needs. **Process Optimization** (Both) : Systematic approach to improving efficiency and effectiveness by eliminating unnecessary processes, automating mission-critical ones, and ensuring demonstrable value. Goal is maximizing impact with available resources. **Process Owner** (Organizational) : Single point of accountability for a process. Responsible for performance, improvement, and governance of that process. **Prototype** (BA) : Early model for testing concepts. **PH equivalent**: Pilot, formative testing. **Public Trust** (Federal Employment) : Security clearance level commonly required for federal contractor positions in health IT. Lower than Secret/Top Secret but still requires background investigation. **Psychological Safety** (Organizational) : Environment where team members feel safe to take risks, ask questions, and admit mistakes without fear of punishment. Essential for sustainable process improvement and innovation. Research by Amy Edmondson demonstrates that psychologically safe teams perform better. ## Q **Quality Assurance (QA)** (BA) : Systematic quality activities. **PH equivalent**: Quality Improvement (QI). **Quality Improvement (QI)** (PH) : Continuous improvement of processes and outcomes. **BA equivalent**: Continuous improvement, QA. ## R **RE-AIM** (PH) : Framework for evaluating public health impact (Reach, Effectiveness, Adoption, Implementation, Maintenance). **RACI Matrix** (Project Management) : Framework defining roles for each activity: Responsible (does the work), Accountable (ultimately answerable, one person only), Consulted (provides input), Informed (kept updated). Prevents gaps and overlaps in responsibility. **Reach** (RE-AIM) : Proportion of target population participating. **BA equivalent**: Adoption rate, market penetration. **Readiness** (Both) : Preparedness for change. Implementation readiness (PH) or organizational readiness (BA). **Red Teaming** (Organizational) : Structured practice of challenging assumptions by assigning a team to critique plans and surface risks. **Use**: Improves decisions by integrating opposing perspectives. **Relative Advantage** (CFIR) : Perception that intervention is better than current practice. **BA equivalent**: Value proposition. **Request for Proposal (RFP)** (Government Procurement) : Formal solicitation document describing a government agency's needs and inviting vendors to bid. For job seekers, RFPs reveal upcoming demand for specific skills before positions are posted. See also: Award Notice. **Requirements** (BA) : Conditions a solution must satisfy. **PH equivalent**: Program specifications, protocols. **Retrospective** (BA/Agile) : Meeting to reflect on past work. **PH equivalent**: After-action review. **Rights Holder** (PH) : Person with inherent claims (alternative to "stakeholder"). **BA equivalent**: Stakeholder (with different connotation). **Risk** (Both) : Potential for adverse outcomes. Similar usage; PH may emphasize community risk. **ROI (Return on Investment)** (BA) : Financial value relative to cost. **PH equivalent**: Cost-effectiveness, cost-benefit. ## S **Scope** (Both) : Boundaries of what is included. Similar usage in both domains. **Scope Creep** (BA) : Uncontrolled expansion or shifting of scope that leads to churn and rework. **PH equivalent**: Program drift. **Controls**: Change control process, backlog refinement, decision logs, and re-baselining. **Service-User Scenario** (PH-adapted) : Narrative description of user journey. **BA equivalent**: User story, use case narrative. **SBAR (Communication)** (Both) : Structured communication framework: Situation, Background, Assessment, Recommendation. Improves clarity and reduces misunderstandings in technical and clinical contexts. **Self-Determination Theory (SDT)** (Psychology) : Theory identifying three innate psychological needs that drive motivation: autonomy (control over one's work), competence (mastery and effectiveness), and relatedness (connection to others). Process design should support all three. **Shared Services** (Organizational) : Model where core functions (data cleaning, reporting, training development, compliance) are centralized to serve multiple teams. Reduces duplication and builds specialized expertise. **SLA / OLA (Service Level Agreement / Operating Level Agreement)** (Organizational) : Documented commitments defining expected performance levels. **SLA**: Agreement with external customers or stakeholders (e.g., 99.9% uptime, 48-hour response). **OLA**: Internal agreement between teams supporting the SLA (e.g., IT commits to 4-hour escalation response to data team). Establishes accountability and enables governance. **Silver Layer** (Data Architecture) : The middle layer in medallion architecture containing cleansed, validated, and standardized data. Transformations include deduplication, format normalization, and quality checks. **PH equivalent**: Harmonization layer, FHIR/OMOP standardized datasets, de-identified data. **SME (Subject Matter Expert)** (BA) : Person with domain expertise. **PH equivalent**: Key informant, clinical expert. **Solution** (BA) : System or process addressing a business need. **PH equivalent**: Intervention, program. **Sprint** (BA/Agile) : Fixed-length iteration. **PH equivalent**: PDSA cycle, work period. **Stakeholder** (BA) : Person with interest in a project. **PH alternatives**: Interest holder, community partner, rights holder. **Structured Dissent** (Organizational) : Formal inclusion of opposing views in decision-making through methods like devil's advocate roles, red teaming, and dissent summaries. **Summative Evaluation** (PH) : Assessment of overall outcomes after implementation. **BA equivalent**: Post-implementation review. **Sustainability** (PH) : Ability to maintain intervention over time. **BA equivalent**: Operational viability. **Super-User** (Workforce) : Staff member who becomes the informal technology expert for their team. Often the best candidates for formal hybrid roles because they possess deep domain context that is difficult to teach. **Systems Integrator** (Federal Contracting) : Large consulting firm that executes major government IT contracts (e.g., Deloitte, Accenture, Booz Allen Hamilton, Leidos). Primary employers for hybrid professionals working on federal health IT modernization. ## T **Test Case** (BA) : Specification for verifying a requirement. **PH equivalent**: Evaluation measure, data collection protocol. **Traceability** (BA) : Linking requirements to sources and tests. **PH equivalent**: Theory of change alignment. **Terminology Fluency** (Workforce) : Ability to speak both BA and PH languages without constant translation pauses. A core competency for hybrid professionals. **Training** (Both) : Building user/staff capability. Similar usage; PH may use "capacity building." ## U **UAT (User Acceptance Testing)** (BA) : Stakeholder verification of solution. **PH equivalent**: Pilot evaluation, field testing. **Use Case** (BA) : Description of system-user interaction. **PH equivalent**: Clinical scenario, patient journey. **Unicorn Job Description** (Workforce) : Job posting with unrealistic requirements spanning multiple specialties (e.g., PhD, PMP, 10 years Python, and nursing license). Usually signals role clarity issues; candidates meeting 50 to 60 percent of criteria should still apply. **User Story** (BA/Agile) : Brief requirement from user perspective. **PH equivalents**: Service-user scenario, GPS format. **Unhealthy Competition** (Organizational) : Internal rivalry that undermines collaboration, causes information hoarding, and leads to duplicated effort. **Remedy**: Establish shared goals that require collaboration; use team-based (not individual) incentives; conduct cross-team reviews to surface dependencies and promote transparency. ## V **Validation** (Both) : Confirming the right thing is built. Similar usage. **Variance** (PH) : Deviation from expected outcome. **BA equivalent**: Defect, exception. **Verification** (Both) : Confirming the thing is built right. Similar usage. **Visual Management** (Lean/PM) : Using visible displays (Kanban boards, dashboards, status indicators) to make work status, blockers, and progress immediately apparent to all team members. Reduces need for status meetings and supports self-organization. ## W **Workflow** (Both) : Sequence of tasks to accomplish work. Similar usage. **Workplan** (PH) : Detailed plan of activities. **BA equivalent**: Project plan, backlog. --- ## Quick Reference: Most Common Translations | When You Hear... | BA Meaning | PH Meaning | |:-----------------|:-----------|:-----------| | "Requirements" | System specifications | Program protocols | | "Stakeholder" | Anyone with interest | Community partner, rights holder | | "Sprint" | 2-week development cycle | PDSA cycle | | "User story" | Feature description | Service-user scenario | | "KPI" | Business metric | Health indicator | | "MVP" | Minimal product | Pilot intervention | | "Go-live" | System deployment | Program launch | | "Bug" | Software defect | Protocol variance | | "Bronze layer" | Raw data ingestion | Source data, ingestion | | "Silver layer" | Cleansed/validated data | Standardized, harmonized data | | "Gold layer" | Analytics-ready data | Reporting datasets, CDC submissions | | "Data lakehouse" | Unified data platform | Integrated surveillance data repository | | "OKR" | Objectives and Key Results | Logic model alignment, grant objectives | | "Kanban" | Visual workflow board | Task tracking, workplan visualization | | "SLA" | Service Level Agreement | Performance commitment, response time target | | "Scope creep" | Uncontrolled scope expansion | Program drift |