DEWA InHouse Training Course Outline 2026
- Overview
Overview
AI & Data Mining
Learning Objectives
By the end of this 2-day AI & Data Mining program, participants will be able to:
- Understand core AI and data mining concepts and how they are applied in real-world business contexts.
- Differentiate between AI, machine learning, and data mining, and identify appropriate use cases for each.
- Identify, prepare, and structure data for effective data mining and AI analysis.
- Apply key data mining techniques such as classification, clustering, association, and prediction to uncover patterns and insights.
- Interpret data mining outputs to support informed decision-making and strategic planning.
- Evaluate AI-driven insights for accuracy, bias, and business relevance.
- Leverage AI and data mining tools to solve business problems and improve operational efficiency.
- Understand ethical, legal, and governance considerations related to AI and data usage.
- Translate data insights into actionable business recommendations and compelling narratives.
- Design a simple AI/data mining use case or roadmap applicable to their organization or function.
AUTOMATIC VOLTAGE REGULATOR
Learning Objectives
By the end of this 2-day Automatic Voltage Regulator (AVR) training program, participants will be able to:
- Explain the fundamental principles of voltage regulation and the role of AVR in power generation and electrical systems.
- Identify different types of AVRs (static, digital, brushless, self-excited, separately excited) and their applications.
- Understand the components and control loops of an AVR system, including sensing, control, excitation, and feedback mechanisms.
- Interpret AVR block diagrams and wiring schematics used in generators and power systems.
- Configure and adjust AVR parameters such as voltage set-point, gain, stability, droop, and response time.
- Analyze AVR operation under various load conditions, including steady-state, transient, and fault scenarios.
- Diagnose common AVR faults and apply systematic troubleshooting techniques.
- Perform basic testing, commissioning, and calibration of AVR systems safely and effectively.
- Assess the impact of AVR performance on power quality, system stability, and equipment protection.
- Apply safety standards, best practices, and maintenance procedures when working with AVR systems.
Basics of Organizational GHG Accounting Course
Learning Objectives
By the end of this 2-day Basics of Organizational GHG Accounting course, participants will be able to:
- Explain climate change fundamentals and the role of organizational GHG accounting in addressing climate risks and opportunities.
- Understand key GHG accounting standards and frameworks, including the GHG Protocol, ISO 14064, and their alignment with ESG and regulatory requirements.
- Define organizational and operational boundaries for GHG inventories using equity share and control approaches.
- Identify and classify Scope 1, Scope 2, and Scope 3 emissions relevant to their organization.
- Collect, validate, and manage activity data required for accurate GHG emissions calculations.
- Apply basic GHG calculation methodologies, including emission factors, global warming potentials (GWPs), and data quality considerations.
- Recognize common challenges, errors, and uncertainties in GHG accounting and how to address them.
- Develop a basic organizational GHG inventory using structured templates and practical examples.
- Interpret and communicate GHG results for internal decision-making and external reporting.
- Understand assurance, verification, and reporting requirements to support transparency and credibility.
- Identify opportunities for emissions reduction based on GHG inventory insights.
- Prepare an action plan to initiate or improve GHG accounting practices within their organization.
Creative Thinking & Innovation Techniques
Learning Objectives
By the end of this 2-day Creative Thinking & Innovation Techniques program, participants will be able to:
- Understand the principles of creative thinking and innovation and their importance in solving business and organizational challenges.
- Identify and overcome common mental blocks and biases that limit creativity and innovative thinking.
- Apply structured creative thinking techniques such as lateral thinking, SCAMPER, mind mapping, and design thinking tools.
- Generate a wide range of innovative ideas using individual and collaborative ideation methods.
- Use problem-framing and re-framing techniques to clearly define challenges and uncover new opportunities.
- Evaluate and prioritize ideas using practical criteria aligned with business goals and feasibility.
- Translate ideas into actionable solutions and simple innovation prototypes or concepts.
- Collaborate effectively in teams to foster a culture of creativity and innovation.
- Apply creative thinking tools to real workplace challenges and case studies.
- Develop a personal or team innovation action plan to implement creative solutions in the workplace.
Current Limiter
Learning Objectives
By the end of this 2-day Current Limiter training program, participants will be able to:
- Explain the principles and purpose of current limiters in electrical power systems, including protection, safety, and system stability.
- Identify different types of current limiters, such as fuse-based, superconducting, and electronic limiters, and understand their applications.
- Understand the key components and operating mechanisms of current limiters.
- Analyze current limiter performance under various fault and overload conditions.
- Interpret current limiter ratings, specifications, and selection criteria for different electrical systems.
- Design basic current limiter applications in power systems, including series and parallel configurations.
- Perform inspection, testing, and commissioning procedures safely and effectively.
- Diagnose common faults and operational issues in current limiter systems.
- Understand integration of current limiters with other protective devices, such as relays, circuit breakers, and fuses.
- Apply safety standards, best practices, and maintenance strategies for optimal current limiter performance.
FUNDAMENTALS OF BUSINESS CRISIS MGMT
Learning Objectives
By the end of this 2-day Fundamentals of Business Crisis Management program, participants will be able to:
- Understand the concept and importance of crisis management in business continuity and organizational resilience.
- Identify different types of business crises, including operational, financial, reputational, cyber, and natural disasters.
- Recognize early warning signs and indicators of potential crises within their organization.
- Understand the roles and responsibilities of crisis management teams and key stakeholders.
- Develop and implement a basic crisis management framework and plan, including communication protocols and escalation processes.
- Apply risk assessment and mitigation strategies to anticipate and minimize the impact of crises.
- Learn decision-making techniques under pressure, ensuring timely and effective responses during a crisis.
- Communicate effectively with internal and external stakeholders during crises to maintain trust and transparency.
- Conduct post-crisis evaluation and lessons-learned reviews to improve future preparedness.
- Foster a crisis-ready culture within the organization, emphasizing prevention, preparedness, and resilience.
FUNDAMENTALS OF INTERNAL AUDITING
Learning Objectives
By the end of this 2-day Fundamentals of Internal Auditing program, participants will be able to:
- Understand the role and purpose of internal auditing within an organization’s governance, risk management, and control framework.
- Explain key principles, standards, and frameworks guiding internal audits, including IIA Standards and ISO guidelines.
- Identify the types and scope of internal audits, including operational, financial, compliance, and IT audits.
- Understand the internal audit process, from planning and risk assessment to fieldwork, reporting, and follow-up.
- Develop and implement an audit plan, including defining objectives, scope, and criteria.
- Conduct effective audit tests and evidence gathering, including documentation, sampling, and analysis techniques.
- Evaluate internal controls and risk management practices to identify gaps and improvement opportunities.
- Prepare clear, concise, and actionable audit reports for management and stakeholders.
- Communicate audit findings effectively and provide recommendations that drive organizational improvement.
- Apply ethical principles, professional judgment, and confidentiality in all auditing activities.
INFLUENCING AND NEGOTIATING SKILLS
Learning Objectives
By the end of this 2-day Influencing and Negotiating Skills program, participants will be able to:
- Understand the fundamentals of influence and negotiation and their impact on personal and organizational success.
- Recognize different influencing styles and adapt their approach to different personalities and situations.
- Build credibility and trust as a foundation for effective influence and negotiation.
- Apply active listening and questioning techniques to understand needs, motivations, and interests of stakeholders.
- Use negotiation strategies and tactics to achieve win-win outcomes while protecting key interests.
- Identify and manage barriers, objections, and conflicts during negotiations.
- Plan and prepare for successful negotiations, including goal setting, stakeholder analysis, and scenario planning.
- Communicate persuasively and assertively to influence decisions and drive action.
- Evaluate negotiation outcomes and learn from experiences to continuously improve skills.
- Apply influence and negotiation techniques in real workplace scenarios, including cross-functional projects, client interactions, and team collaborations.
Leading With Agility & Resilience
Learning Objectives
By the end of this 2-day Leading with Agility & Resilience program, participants will be able to:
- Understand the concepts of agility and resilience and their critical role in effective leadership and organizational performance.
- Assess their personal leadership style and its impact on adaptability and resilience in dynamic environments.
- Recognize common challenges and pressures that require agile and resilient leadership responses.
- Develop strategies to remain flexible and responsive in uncertain or rapidly changing situations.
- Apply problem-solving and decision-making techniques under ambiguity and high-pressure scenarios.
- Build emotional intelligence and self-awareness to maintain resilience and lead by example.
- Foster a resilient team culture, encouraging adaptability, collaboration, and continuous learning.
- Implement practical tools and frameworks to enhance agility in planning, execution, and stakeholder management.
- Manage stress and setbacks effectively, turning challenges into opportunities for growth.
- Create a personal or team action plan to strengthen agile behaviors and resilient leadership practices.
Learning to Lead
Learning Objectives
By the end of this 2-day Learning to Lead program, participants will be able to:
- Understand the role and responsibilities of an effective leader in driving team performance and organizational success.
- Identify different leadership styles and assess their personal leadership approach.
- Develop self-awareness and emotional intelligence to lead with confidence and authenticity.
- Communicate effectively with clarity and impact to influence and motivate team members.
- Build trust, credibility, and strong working relationships within teams and across functions.
- Apply goal-setting, delegation, and accountability techniques to drive team results.
- Lead through challenges and change by demonstrating resilience, adaptability, and problem-solving skills.
- Foster a positive team culture that encourages collaboration, engagement, and continuous learning.
- Give and receive feedback effectively to support individual and team growth.
- Create a personal leadership development plan to strengthen leadership capabilities and performance.
Machine Learning with Python Information
Learning Objectives
By the end of this 2-day Machine Learning with Python program, participants will be able to:
- Understand the fundamentals of machine learning, including supervised, unsupervised, and reinforcement learning.
- Set up the Python environment and essential libraries (NumPy, Pandas, Scikit-learn, Matplotlib) for machine learning tasks.
- Import, explore, and preprocess data to prepare it for model building.
- Apply key machine learning algorithms, including linear regression, logistic regression, decision trees, clustering, and k-nearest neighbors.
- Train, test, and evaluate machine learning models using appropriate metrics (accuracy, precision, recall, F1-score, RMSE, etc.).
- Perform feature selection and feature engineering to improve model performance.
- Understand model overfitting, underfitting, and techniques to prevent them such as cross-validation and regularization.
- Interpret model outputs and predictions to make data-driven decisions.
- Deploy simple machine learning models in Python for practical applications.
- Develop a small end-to-end machine learning project using Python, from data collection to model evaluation.
