digital-maturity-assessment

What this skill does

# Digital Maturity Assessment

## Business Case

### Problem Statement
Digital transformation challenges:
- Unclear current state of digitalization
- Difficulty prioritizing investments
- Lack of benchmarking capability
- No roadmap for improvement

### Solution
Comprehensive digital maturity assessment framework to evaluate technology adoption, data culture, and process maturity with actionable recommendations.

## Technical Implementation

```python
import pandas as pd
from typing import Dict, Any, List, Optional
from dataclasses import dataclass, field
from datetime import datetime
from enum import Enum


class MaturityLevel(Enum):
    INITIAL = 1       # Ad-hoc, reactive
    DEVELOPING = 2    # Some processes defined
    DEFINED = 3       # Standardized processes
    MANAGED = 4       # Measured and controlled
    OPTIMIZING = 5    # Continuous improvement


class AssessmentDimension(Enum):
    STRATEGY = "strategy"
    TECHNOLOGY = "technology"
    DATA = "data"
    PROCESSES = "processes"
    PEOPLE = "people"
    CULTURE = "culture"


class SubDimension(Enum):
    # Strategy
    DIGITAL_VISION = "digital_vision"
    LEADERSHIP = "leadership"
    INVESTMENT = "investment"

    # Technology
    INFRASTRUCTURE = "infrastructure"
    SYSTEMS_INTEGRATION = "systems_integration"
    AUTOMATION = "automation"

    # Data
    DATA_QUALITY = "data_quality"
    DATA_GOVERNANCE = "data_governance"
    ANALYTICS = "analytics"

    # Processes
    STANDARDIZATION = "standardization"
    DIGITIZATION = "digitization"
    OPTIMIZATION = "optimization"

    # People
    SKILLS = "skills"
    TRAINING = "training"
    ADOPTION = "adoption"

    # Culture
    INNOVATION = "innovation"
    COLLABORATION = "collaboration"
    CHANGE_READINESS = "change_readiness"


@dataclass
class AssessmentQuestion:
    question_id: str
    dimension: AssessmentDimension
    sub_dimension: SubDimension
    question: str
    level_descriptions: Dict[int, str]
    weight: float = 1.0


@dataclass
class Response:
    question_id: str
    score: int  # 1-5
    notes: str = ""


@dataclass
class DimensionScore:
    dimension: AssessmentDimension
    score: float
    level: MaturityLevel
    sub_scores: Dict[str, float]
    gaps: List[str]
    recommendations: List[str]


class DigitalMaturityAssessment:
    """Assess organization's digital transformation readiness."""

    def __init__(self, organization_name: str):
        self.organization_name = organization_name
        self.questions: Dict[str, AssessmentQuestion] = {}
        self.responses: Dict[str, Response] = {}
        self.assessment_date = datetime.now()
        self._define_standard_questions()

    def _define_standard_questions(self):
        """Define standard assessment questions."""

        questions = [
            # Strategy
            AssessmentQuestion(
                "STR-01", AssessmentDimension.STRATEGY, SubDimension.DIGITAL_VISION,
                "Does the organization have a documented digital transformation strategy?",
                {
                    1: "No strategy exists",
                    2: "Informal ideas discussed",
                    3: "Strategy documented but not widely communicated",
                    4: "Strategy documented, communicated, and aligned with business goals",
                    5: "Strategy is continuously updated and drives all decisions"
                }, weight=1.5
            ),
            AssessmentQuestion(
                "STR-02", AssessmentDimension.STRATEGY, SubDimension.LEADERSHIP,
                "How engaged is leadership in digital initiatives?",
                {
                    1: "No leadership involvement",
                    2: "Occasional interest",
                    3: "Executive sponsor assigned",
                    4: "Active C-level championship",
                    5: "Digital-first mindset at all leadership levels"
                }, weight=1.5
            ),
            AssessmentQuestion(
                "STR-03", AssessmentDimension.STRATEGY, SubDimension.INVESTMENT,
                "What is the investment level in digital technologies?",
                {
                    1: "No dedicated budget",
                    2: "Ad-hoc project funding",
                    3: "Annual budget for digital projects",
                    4: "Multi-year investment plan",
                    5: "Strategic investment portfolio with ROI tracking"
                }, weight=1.0
            ),

            # Technology
            AssessmentQuestion(
                "TECH-01", AssessmentDimension.TECHNOLOGY, SubDimension.INFRASTRUCTURE,
                "What is the state of IT infrastructure?",
                {
                    1: "Legacy systems, no cloud",
                    2: "Some cloud adoption",
                    3: "Hybrid cloud environment",
                    4: "Cloud-first approach",
                    5: "Modern, scalable, secure infrastructure"
                }, weight=1.0
            ),
            AssessmentQuestion(
                "TECH-02", AssessmentDimension.TECHNOLOGY, SubDimension.SYSTEMS_INTEGRATION,
                "How well are systems integrated?",
                {
                    1: "Siloed systems, manual data transfer",
                    2: "Some point-to-point integrations",
                    3: "Integration middleware in place",
                    4: "API-based integration architecture",
                    5: "Real-time data flow across all systems"
                }, weight=1.2
            ),
            AssessmentQuestion(
                "TECH-03", AssessmentDimension.TECHNOLOGY, SubDimension.AUTOMATION,
                "What is the level of process automation?",
                {
                    1: "Manual processes only",
                    2: "Basic spreadsheet automation",
                    3: "Workflow automation tools in use",
                    4: "Robotic process automation (RPA)",
                    5: "AI-powered intelligent automation"
                }, weight=1.0
            ),

            # Data
            AssessmentQuestion(
                "DATA-01", AssessmentDimension.DATA, SubDimension.DATA_QUALITY,
                "How is data quality managed?",
                {
                    1: "No data quality processes",
                    2: "Reactive data cleaning",
                    3: "Data quality rules defined",
                    4: "Automated data quality monitoring",
                    5: "Continuous data quality improvement"
                }, weight=1.2
            ),
            AssessmentQuestion(
                "DATA-02", AssessmentDimension.DATA, SubDimension.DATA_GOVERNANCE,
                "What data governance is in place?",
                {
                    1: "No governance",
                    2: "Informal data ownership",
                    3: "Data governance framework defined",
                    4: "Active data stewardship program",
                    5: "Mature governance with clear accountability"
                }, weight=1.0
            ),
            AssessmentQuestion(
                "DATA-03", AssessmentDimension.DATA, SubDimension.ANALYTICS,
                "What analytics capabilities exist?",
                {
                    1: "Basic reporting only",
                    2: "Ad-hoc analysis in spreadsheets",
                    3: "BI dashboards and standard reports",
                    4: "Advanced analytics and predictive models",
                    5: "AI/ML-driven insights and prescriptive analytics"
                }, weight=1.3
            ),

            # Processes
            AssessmentQuestion(
                "PROC-01", AssessmentDimension.PROCESSES, SubDimension.STANDARDIZATION,
                "How standardized are construction processes?",
                {
                    1: "No standard processes",
                    2: "Some documented procedures",
                    3: "Standard o