TecHub

Data Science

Data Science is an individual-contributor career path within Data & Analytics. Professionals progress from guided execution to independent delivery, senior problem solving, cross-team leadership and enterprise-level expertise without requiring people management.

Arquetipo
Science
Nivel más alto
L7 · Distinguished Data Scientist

Para qué existe

Enables the organization to deliver reliable outcomes in data science by building progressively deeper expertise, judgment, ownership and business impact.

Responsabilidades típicas

Execute discipline-specific work; apply professional standards; solve increasingly complex problems; collaborate with stakeholders; improve quality and efficiency; share expertise; at senior levels, shape practices and decisions beyond the immediate team.

Dónde se trabaja

Common in Data & Analytics teams across technology companies, shared-services organizations, consulting firms, multinational operations and other employers that require data science capability.

Cómo avanza la carrera

Associate Data Scientist → Data Scientist → Senior Data Scientist → Staff Data Scientist → Principal Data Scientist → Senior Principal Data Scientist → Distinguished Data Scientist

Niveles de esta carrera

Seis etapas estándar. La séptima existe solo donde la carrera la contempla.

  1. L1Associate Data Scientist
  2. L2Data Scientist
  3. L3Senior Data Scientist
  4. L4Staff Data Scientist
  5. L5Principal Data Scientist
  6. L6Senior Principal Data Scientist
  7. L7Distinguished Data Scientist

Nivel distinguido opcional. No todas las carreras llegan acá.

Qué se espera en L5 · Principal Data Scientist

Principal-level authority; shapes standards, methods, architecture or operating practice across a function/domain. The focus is successful individual contribution at this stage, not people management.

Las cinco dimensiones que cambian

Autonomía
Defines approaches and exercises significant professional judgment.
Alcance
Major domain, platform, portfolio or business capability.
Complejidad
Highly complex/systemic problems.
Influencia
Influences leaders and sets domain direction.
Impacto en el negocio
Strategic domain outcomes and durable organizational capability.
Ambigüedad
High; often defines the problem as well as the solution.

Cómo se ve un buen desempeño

Principal Data Scientist consistently demonstrates the expected autonomy and judgment for L5, delivers outcomes appropriate to the scope of the role, applies required Human, Professional and Technical skills at the mapped proficiency, and produces evidence of impact rather than relying on tenure alone.

Evidencia típica

Completed work with measurable quality/outcome; stakeholder feedback; examples of problems solved and decisions made; reusable artifacts or improvements; demonstrated skill proficiency; mentoring/influence evidence at senior levels.

Habilidades esperadas en L5

Agrupadas en humanas, profesionales y técnicas. La proficiencia meta usa la escala P1–P7, y cada fila dice qué significa ese nivel para esa habilidad.

Humanas21

HumanasPDe apoyo
AccountabilityExecution & Self-ManagementP6ExpertCentralEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Active listeningCommunication & LanguageP6ExpertCentralEnterprise expert who sets standards, shapes strategy and develops capability across functions.
AdaptabilityExecution & Self-ManagementP6ExpertCentralEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Clear verbal communicationCommunication & LanguageP6ExpertCentralEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Clear written communicationCommunication & LanguageP6ExpertCentralEnterprise expert who sets standards, shapes strategy and develops capability across functions.
CollaborationCollaboration & RelationshipsP6ExpertCentralEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Continuous learningExecution & Self-ManagementP6ExpertCentralEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Critical thinkingThinking & Problem SolvingP6ExpertCentralEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Cross-functional collaborationCollaboration & RelationshipsP6ExpertCentralEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Decision makingThinking & Problem SolvingP6ExpertCentralEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Executive communicationCommunication & LanguageP6ExpertCentralEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Influencing without authorityInfluence & Leadership Without AuthorityP6ExpertCentralEnterprise expert who sets standards, shapes strategy and develops capability across functions.
ProfessionalismEthics & Professional ConductP6ExpertCentralEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Stakeholder alignmentInfluence & Leadership Without AuthorityP6ExpertCentralEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Strategic thinkingThinking & Problem SolvingP6ExpertCentralEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Structured problem solvingThinking & Problem SolvingP6ExpertCentralEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Time managementExecution & Self-ManagementP6ExpertCentralEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Giving constructive feedbackCommunication & LanguageP5AdvancedDe apoyoRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.
Knowledge sharingCollaboration & RelationshipsP5AdvancedDe apoyoRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.
MentoringCollaboration & RelationshipsP5AdvancedDe apoyoRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.
NegotiationInfluence & Leadership Without AuthorityP5AdvancedDe apoyoRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.

Profesionales14

ProfesionalesPDe apoyo
Analytics problem framingData & Analytics PracticeP5AdvancedCentralRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.
Data classification policyCybersecurity, Privacy & Data Governance StandardsP5AdvancedDe apoyoRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.
Data ethicsData & Analytics PracticeP5AdvancedCentralRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.
Data product managementData & Analytics PracticeP5AdvancedCentralRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.
Data protection impact assessmentsCybersecurity, Privacy & Data Governance StandardsP5AdvancedDe apoyoRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.
Data quality managementCybersecurity, Privacy & Data Governance StandardsP5AdvancedDe apoyoRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.
Data stewardshipCybersecurity, Privacy & Data Governance StandardsP5AdvancedDe apoyoRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.
Data storytellingData & Analytics PracticeP5AdvancedCentralRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.
Resource managementProject, Program & Portfolio ManagementP5AdvancedDe apoyoRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.
SAFe / scaled agileAgile, Product & Delivery MethodsP5AdvancedDe apoyoRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.
Schedule managementProject, Program & Portfolio ManagementP5AdvancedDe apoyoRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.
ScrumAgile, Product & Delivery MethodsP5AdvancedDe apoyoRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.
User story definitionAgile, Product & Delivery MethodsP5AdvancedDe apoyoRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.
Value stream managementAgile, Product & Delivery MethodsP5AdvancedDe apoyoRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.

Técnicas13

TécnicasPDe apoyo
Data lake / lakehouse engineeringDatabases & Data PlatformsP5AdvancedDe apoyoRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.
Data modelingDatabases & Data PlatformsP5AdvancedDe apoyoRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.
Data visualization implementationAnalytics, BI & Data VisualizationP5AdvancedDe apoyoRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.
Deep learningData Science, ML & AIP5AdvancedCentralRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.
Google Compute EngineCloud PlatformsP5AdvancedDe apoyoRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.
Machine learningData Science, ML & AIP5AdvancedCentralRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.
Python data analysisAnalytics, BI & Data VisualizationP5AdvancedDe apoyoRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.
SQLProgramming LanguagesP5AdvancedCentralRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.
SQL analyticsAnalytics, BI & Data VisualizationP5AdvancedDe apoyoRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.
ScalaProgramming LanguagesP5AdvancedCentralRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.
Supervised learningData Science, ML & AIP5AdvancedCentralRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.
Unsupervised learningData Science, ML & AIP5AdvancedCentralRecognized advanced practitioner who defines approaches and solves ambiguous cross-team problems.
Microsoft Excel advanced analyticsAnalytics, BI & Data VisualizationP4ProficientDe apoyoHandles complex situations, adapts methods and guides peers in the skill.

Qué cambia al pasar de L5 a L6

Moving from Principal Data Scientist to Senior Principal Data Scientist means demonstrating sustained performance at a larger scope with greater autonomy, complexity, influence and business impact—not simply spending more time in role.

Cómo se demuestra que ya estás

Repeatedly performs key aspects of Senior Principal Data Scientist before promotion; demonstrates the required skill increases; handles systemic, novel and high-consequence challenges.; receives credible stakeholder evidence; shows measurable outcomes at the next-level scope.

Cómo prepararse

Take stretch assignments at the next-level scope; deepen the listed skill gaps; seek feedback from experienced practitioners; document measurable outcomes and decisions; mentor/share knowledge where appropriate; pursue relevant learning or certification when it strengthens capability.

Carreras cercanas

Calculadas por habilidades compartidas. Es una señal para explorar, no una garantía de contratación ni de elegibilidad.

Marco de carreras v21, activo desde 17 de agosto de 2026.