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Study-Resources

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# 📚 Study Resources - Repository Overview

A curated collection of career resources for IT job seekers, students, and professionals.

---

## 📁 Folder Structure

```
Study-Resources/
├── ai/                    → AI tools & prompts for job hunting
├── analysis/              → Data & business analysis learning materials
├── certifications/        → Certification guides & roadmaps
├── interview-process/     → Interview prep & application guides
├── ORU-masterclasses/     → Advanced masterclass projects & datasets
├── portfolio/             → Personal branding & LinkedIn tips
├── project-ideas/         → Hands-on project templates
├── python/                → Python learning roadmaps & exercises
├── resume-cl/             → Resume & cover letter best practices
├── roadmaps/              → Career path guides for various IT roles
├── startups/              → Guide for landing startup jobs
├── vibe-coding/           → AI-powered app building guides
├── ORU.md                 → ORU initiative overview
└── README.md              → This file — repository navigation guide
```

---

## 📄 File Descriptions

### `/ai`
| File | Description |
|------|-------------|
| `AI-job-automation-tools.md` | Tools to automate repetitive job hunt tasks (JobCopilot, Sonara, AIApply) |
| `AI-job-matching-tools.md` | AI platforms that match you with relevant jobs and prep you for interviews |
| `AI-resume-tools.md` | AI-powered resume builders & ATS optimizers (Rezi, Teal, Jobscan) |
| `JobSeeker_AI_Prompts.md` | ChatGPT/Claude prompts for cold emails, LinkedIn outreach & resume analysis |
| `Tech Job Canada - Prompt Library.md` | AI prompts for landing high-paying tech jobs in Canada (5 phases: planning, resume, networking, interviews, negotiation) |
| `open-claw-setup.md` | Step-by-step setup guide for OpenClaw AI chat tool via Telegram bot and Docker |

### `/analysis`
| File | Description |
|------|-------------|
| `data-interview-guide.md` | Comprehensive interview prep for Canadian data roles — SQL, Python, case studies, Excel, Tableau |
| `data-visualization.md` | Best practices for charts, dashboards & visual storytelling; covers Excel, Power BI, Tableau, Python |
| `excel-roadmap.md` | Step-by-step Excel skills progression from basics to Power Query and dashboards |
| `sql.md` | SQL fundamentals, intermediate concepts (CTEs, window functions), and interview prep |
| `sql-75-questions.md` | 75 SQL practice problems covering 10 core patterns found in data interviews |
| `sql-75-datasets.sql` | PostgreSQL dataset file with 17 tables and 50K+ rows for hands-on SQL practice |
| `Business Analyst Interview Questions.md` | 56+ BA interview questions organized across 7 categories: requirements, process, data, stakeholders, technical, problem-solving, and behavioral |

### `/certifications`
| File | Description |
|------|-------------|
| `google-certs.md` | Overview of 10 Google Career Certificates with salary ranges, completion times, and 150+ hiring partners |
| `Free Certifications Canada.md` | Tiered guide to free/low-cost certifications for the Canadian job market — covers Google, AWS, Azure, IBM, CompTIA, Power BI, and more with cost breakdowns and role relevance |

### `/interview-process`
| File | Description |
|------|-------------|
| `BA_Interview_Process_Guide.md` | Business Analyst interview walkthrough — 4 rounds with 10+ sample questions each |
| `job-application-process-guide.md` | End-to-end job application strategy covering the full funnel, pitfalls, networking, and salary negotiation |

### `/ORU-masterclasses`
| File / Folder | Description |
|---------------|-------------|
| `product-management-masterclass.md` | PM masterclass — PM definition, responsibilities, stakeholder management, product lifecycle, and required skills |
| `analytics-engineering-masterclass/` | Full analytics engineering course folder — see structure below |

#### `analytics-engineering-masterclass/northpay-analytics-project/`
A portfolio-grade analytics engineering project simulating a Canadian FinTech company (NorthPay).

| Subfolder / File | Description |
|------------------|-------------|
| `data/transactions.csv` | 50,000 rows of transaction data |
| `data/refunds.csv` | ~3,500 rows of refund records |
| `data/merchants.csv` | 10 merchant records |
| `data/fee_plans.csv` | 4 fee plan configurations |
| `docs/project_brief.md` | Project background, goals, and scope |
| `docs/setup_guide.md` | Environment setup instructions |
| `docs/faq.md` | Frequently asked questions |
| `docs/evaluation_rubric.md` | Grading criteria and expectations |
| `templates/README_template.md` | Template for student project READMEs |
| `templates/metrics_template.md` | Template for defining business metrics |
| `templates/sql_structure.md` | Template for structuring SQL models |
| `Step 1` through `Step 8` files | Guided step-by-step project instructions (intro through completion) |
| `Analytics Engineering Masterclass.pdf` | Full course PDF |

> Note: `northpay-analytics-project-copy/` is a duplicate of the above project folder.

### `/portfolio`
| File | Description |
|------|-------------|
| `linkedin.md` | Tips to optimize your LinkedIn profile — headline, about section, networking, and visibility |
| `LinkedIn Profile Optimization Toolkit.md` | Comprehensive LinkedIn profile guide with section-by-section optimization, AI summary creation, and hidden tricks |

### `/project-ideas`
| File | Description |
|------|-------------|
| `expense-tracker.md` | Privacy-first expense tracker project spec — full-stack with PDF parsing, categorization, analytics, and Streamlit UI |

### `/python`
| File | Description |
|------|-------------|
| `Python_Foundations_Checklist.md` | Checklist covering Python interpreter, modules, pip, virtual environments, Jupyter, and git basics |
| `Python_Roadmap.md` | Structured learning path from fundamentals to OOP, data structures, libraries, APIs, and testing |
| `python-50-question-easy.md` | 50 beginner Python practice problems with solutions, organized by topic |
| `PythonProjects.md` | 5 portfolio-grade Python projects for Canadian data/engineering roles (job tracker, ETL pipeline, ML model, API dashboard, real-time stream) |

### `/resume-cl`
| File | Description |
|------|-------------|
| `The Ultimate Resume Cheat Sheet.md` | Quick-reference resume dos & don'ts — format, structure, action verbs, and metrics-driven bullets |
| `cover-letter.md` | Cover letter writing guide with structure, hook formulas, and customization tips |
| `resume-guide.md` | Comprehensive ATS-friendly resume guide covering format, sections, quantifying achievements, and role-specific optimization |

### `/roadmaps`
| File | Description |
|------|-------------|
| `30-days-roadmap.md` | 30-day intensive job search plan for Canadian tech roles with daily breakdown and tech-specific tracks |
| `Business_Analysis.md` | BA career path covering 3 BA profiles, required skills, tools, and Canadian salary ranges |
| `Cybersecurity.md` | Cybersecurity Engineer roadmap addressing Canada's 25,000+ talent gap — from foundations to certifications and specialized roles |
| `Data_Analysis.md` | Data Analyst roadmap across 5 phases: statistics, Excel, SQL, Python/R, and visualization tools |
| `IT_Careers.md` | Overview of IT career paths in Canada — SDLC roles, technical vs. non-technical, and interview expectations |
| `Product_Management.md` | 3-month PM roadmap with core frameworks (CIRCLES, RICE, AARRR, JTBD, Kano) and month-by-month breakdown |
| `Tech_Profiles.md` | High-growth tech roles in Canada with salary ranges ($90K–$160K), skills, certifications, and top hiring companies |

### `/startups`
| File | Description |
|------|-------------|
| `startup-job-hunt-guide.md` | 5-step guide to accessing the hidden Canadian startup job market — 8 job boards, resume prompts, and outreach strategies |

### `/vibe-coding`
| File | Description |
|------|-------------|
| `portfolio-website.md` | Step-by-step guide to building a live portfolio website using AI tools (Google Antigravity IDE, Claude/ChatGPT, Netlify) — no coding required |
| `tools.md` | 2026 guide to vibe coding platforms — v0, Bolt.new, Cursor AI, GitHub Copilot, Replit, and Claude Code with pricing and use cases |

---

### Root-Level Files
| File | Description |
|------|-------------|
| `ORU.md` | Overview of the ORU initiative — mission, impact (5 full-time offers, 3 internships), and services offered |
| `README.md` | This file — navigation guide for the full repository |

---

> 🌟 **Part of the ORU initiative** — helping job seekers find direction, build skills, and land offers.

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