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 Duration 28 hours

Course Outline

Transitioning from Manual Reporting to Automated Processes

  • Mapping existing manual report workflows
  • Prioritizing automation candidates based on frequency, effort, and risk

Configuring the Automation Workbench

  • Setting up Python, code editors, and virtual environments
  • Installing pandas, openpyxl, and Selenium

Python Fundamentals and Reusable Scripts

  • Understanding variables, conditions, loops, and lists
  • Creating small functions and sequential script steps
  • Interpreting and acting on error messages

File Management, Paths, and Data Formats

  • Reading and writing CSV and Excel files
  • Standardizing naming conventions, archiving, and date stamping outputs

Data Preparation Using pandas

  • Loading data sources into dataframes
  • Filtering, joining, and aggregating datasets
  • Cleaning dates, amounts, and duplicate entries

Report Generation with openpyxl

  • Populating results into Excel workbooks
  • Applying formatting, formulas, and charts
  • Generating outputs driven by Excel templates

Validating and Reconciling Results

  • Implementing control totals and row count verification
  • Identifying duplicates and statistical outliers
  • Establishing quality gates before final release

Leveraging Claude for Script Creation and Reusable Skills

  • Crafting prompts for automation code generation
  • Reviewing and refining generated code
  • Packaging reusable skills for team distribution

Web Automation via Selenium and Chrome

  • Locating elements, managing waits, and navigating interfaces
  • Securing sign-ins to internal portals
  • Handling pagination, downloads, and file operations

Integrating Power BI and Excel Internal Sources

  • Accessing published reports and data exports
  • Managing shared folders and resolving file lock conflicts
  • Adapting to changes in layouts and column structures

Distributing Reports via Email and WhatsApp

  • Sending emails through Gmail using application passwords
  • Managing attachments, summaries, and recipient lists
  • Creating business messaging templates and managing opt-ins

Orchestrating Workflows with PowerShell

  • Executing scripts and capturing system output
  • Managing parameters, logging, and exit codes
  • Chaining steps into a unified pipeline

Unattended Scheduling via Task Scheduler

  • Creating and configuring scheduled tasks
  • Setting up service accounts and run-as permissions
  • Monitoring execution and configuring retry behavior

Troubleshooting, Logging, and Security

  • Implementing structured logging and error capture
  • Managing credential storage and least privilege principles
  • Handling personal and regulated data responsibly

Documentation, Handover, and the Automation Capstone

  • Drafting process documentation and operational runbooks
  • Capstone: Developing a departmental report automation
  • Executing the first scheduled run and conducting a review

Requirements

  • No previous programming experience is necessary.
  • Proficiency in using Windows, Microsoft Excel, and a web browser.
  • A solid understanding of the specific report or process intended for automation.

Target Audience

  • Staff in business, operations, finance, and administration who manage recurring reports.
  • Team leads and supervisors looking to propagate these skills within their teams.
  • Analysts transitioning from manual reporting to automated data pipelines.

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