Career Research Guide — How to Research What a Degree Actually Gets You

This document describes the methodology for researching the career reality of each professional degree SpaceCat is considering. It was developed while researching the MSW career and is designed to be reusable for nursing (RN), occupational therapy (OT), medicine (MD), and any future professions.

The goal is to answer: “If SpaceCat gets this degree, what does her life actually look like 1 year, 5 years, and 10 years later?”

Output Files

For each profession, produce TWO documents in the profession’s folder:

1. career-reality.md — The main data document with summary on top, detailed sourced data below, recommended readings at bottom
2. career-voices.md — A large scannable collection of individual quotes from practitioners, organized by theme

Key Principles

1. Sources for Everything

Every factual claim must have a source URL. Use the blockquote-as-link pattern for key quotes:

> ["Exact quote from the source."](https://url#:~:text=Exact%20quote)

2. Confidence Levels

Tag every claim with a confidence level: - 🟢 High confidence — government statistics (Job Bank, StatsCan, COPS/ESDC), peer-reviewed research, large-n surveys, regulatory body data - 🟡 Medium confidence — credible third-party sources (PayScale, Indeed, professional associations), smaller surveys, program-specific reports - 🔴 Low confidence — anecdotal (forums, individual accounts, self-reported data), single data points, old data

3. Show the Raw Data

The data in this space is spotty and inconsistent. Don’t over-synthesize — include the raw numbers, tables, and quotes so SpaceCat can form her own conclusions. Summaries go at the top; the detailed evidence goes underneath.

4. Acknowledge Uncertainty Explicitly

Use “⚠️ Uncertainty” callouts wherever data is thin, conflicting, or from a non-representative sample. Don’t paper over gaps — name them. Include a “What’s Missing” section at the end listing data you couldn’t find.

5. Negativity Bias Warning

People who are unhappy write about it online. People who are content don’t. Every voices document should note this bias explicitly. Curate BOTH positive and negative voices, but acknowledge the skew.

Structure for career-reality.md

Section 1: Executive Summary

3-5 paragraphs that give the honest picture. Include: - Salary range (low / median / high) - Job security (shortage or surplus?) - Biggest reward and biggest complaint - What SpaceCat should know given her specific background (shelter work, BA) - How this compares at a high level to the other careers she’s considering

Section 2: Where Practitioners Actually Work

What to find: - Industry/sector breakdown with percentages (e.g., 54% social assistance, 36% health care) - List of specific settings (hospitals, schools, community agencies, private practice, etc.) - Whether self-employment/private practice is common

Where to look: - Job Bank Canada — jobbank.gc.ca/marketreport/summary-occupation/[NOC]/ca Has employment settings and sector descriptions - COPS (Canadian Occupational Projection System) — occupations.esdc.gc.ca/sppc-cops/ — Has industry breakdown percentages - Provincial regulatory bodies (e.g., OCSWSSW for social work, CNO for nursing, COTO for OT) — May have member statistics - Professional associations (e.g., CASW, CNA, CAOT) — May have workforce surveys

⚠️ Common gap: Granular sector breakdowns (e.g., what % of RNs work in ER vs ICU vs community) are rarely published. You’ll get broad categories (health care vs social assistance) but not detailed settings. Name this gap.

Section 3: What a Typical Day Looks Like

What to find: - Day-in-the-life accounts from 2-4 different settings - Specific tasks, hours, challenges, rewards - What surprised people about the reality vs their expectations

Where to look: - Professional association “day in the life” pages — CASW, CNA, CAOT often have these - Hospital/agency blogs — CAMH, SickKids, etc. sometimes publish staff perspectives - University career pages — U of T, Western, etc. often have “a day in the life” content for prospective students - Indeed.com career guides — ca.indeed.com/career-advice/finding-a-job/day-in-life-of-[profession]

How to present: Use quotes from real practitioners wherever possible. If a published day-in-the-life exists, summarize it and link to the full version. If no published account exists for a setting, say so — don’t invent one.

Section 4: Salary

What to find: - Low / Median / High hourly and annual wages - Regional variation (especially Ontario vs other provinces) - Variation by setting (hospital vs community vs private practice) - Entry-level vs experienced vs senior - Union vs non-union differences - Private practice income (if applicable): fee ranges, caseloads, expenses, realistic take-home

Where to look (in order of reliability): 1. Job Bank Canada — jobbank.gc.ca/marketreport/wages-occupation/[NOC]/ON 🟢 Most reliable. Has low/median/high by province and region. Updated annually. 2. PayScale — payscale.com/research/CA/Job=[title]/Salary 🟡 Self-reported but large sample. Has experience-level breakdowns. 3. Indeed Salary — ca.indeed.com/career/[title]/salaries 🟡 Self-reported. Useful for regional breakdowns. 4. Glassdoor — glassdoor.ca/Salaries/[title]-salary-SRCH_KO0,[n].htm 🟡 Self-reported. Good for company-specific data. 5. Union collective agreements — Google “[profession] [employer] collective agreement salary grid” 🟢 If available, these are exact and authoritative. 6. Professional association fee surveys — For private practice, look for fee guides from CASW, CAOT, etc.

How to present: Use a table format. Show the Job Bank data first (most reliable), then supplement with PayScale/Indeed. For private practice, show income SCENARIOS (high/low) rather than averages, because the variance is enormous. Always note the source year — a 2020 salary figure is stale.

⚠️ Common pitfalls: - Job Bank data doesn’t distinguish BSW vs MSW, or BScN vs NP. Note this. - PayScale sample sizes are sometimes tiny (e.g., “15 respondents”). Flag this. - Private practice income is NOT the same as salary — expenses, unpaid admin time, and irregular income must be factored in.

Section 5: Job Market & Employment

What to find: - Current employment numbers - Growth rate (vs national average) - Projected job openings (over 10 years) - Shortage or surplus outlook - Unemployment rate for the profession - % aged 50+ (retirement wave indicator) - Full-time vs part-time rate - Self-employment rate

Where to look: - COPS/ESDC — occupations.esdc.gc.ca/sppc-cops/ — The gold standard for Canadian occupational projections. Has employment, growth, openings, shortage/surplus. - Job Bank Outlook — jobbank.gc.ca/marketreport/outlook-occupation/[NOC]/ON Provincial outlook ratings (good/moderate/limited). - StatsCan — Labour Force Survey data by NOC code. Hard to access but authoritative.

NOC codes to know: - Social Workers: 41300 - Registered Nurses: 31301 - Occupational Therapists: 31112 - Physicians (general): 31102 / (specialist): 31100

Section 6: Burnout & Satisfaction

What to find: - Burnout prevalence rates - Turnover rates (especially by sector) - Job satisfaction ratings - Common causes of burnout - Protective factors - The paradox: can people be burned out AND satisfied simultaneously?

Where to look: - PubMed/PMC — Search [profession] burnout Canada for peer-reviewed research - Professional association reports — CASW, CNA, CAOT may have workforce studies - CIHI (Canadian Institute for Health Information) — cihi.ca — Has health workforce data including nursing - Crown Counseling / Passive Secrets — Curated burnout statistics (secondary sources, verify originals)

⚠️ Burnout data is the hardest to get right. The numbers are dramatic (79% burnout!) but often come from non-representative samples, international studies applied to Canada, or sector-specific data (child welfare) generalized to the whole profession. Always note: - Is this Canada-specific or international? - Which sector (child welfare, hospital, all)? - Sample size and methodology - Whether it’s self-reported burnout (subjective) or clinical burnout (measured)

Section 7: The Path from Degree to Practice

What to find: - Registration/licensing steps (provincial regulator) - How long from graduation to independent practice - Supervised practice requirements (hours, duration) - Path to specialization or private practice - Continuing education requirements - Scope of practice (what can this professional do that others can’t?)

Where to look: - Provincial regulatory body (OCSWSSW, CNO, COTO, CPSO) - National association (CASW, CNA, CAOT, CMA) - Specific registration guides for new graduates

Section 8: Recommended Readings

For each recommended reading, include: - Title and link - Why read it — 1-2 sentences explaining what SpaceCat will learn - Key excerpt — The single most important quote from the piece - Source type — Is this a personal account, research paper, professional guide, etc.?

Aim for 5-8 readings per profession. Prioritize: - Canadian sources over American - First-person practitioner accounts over institutional marketing - Data-rich reports over opinion pieces - Content that addresses the “dark side” honestly, not just recruitment material

Section 9: What’s Missing

Explicitly list: - Data you looked for but couldn’t find - Questions that remain unanswered - Areas where the available data is weak or contradictory - Suggestions for how SpaceCat could get better information (e.g., “contact OCSWSSW for member survey data” or “ask during clinical placements”)

Structure for career-voices.md

Purpose

A large, scannable collection of individual voices — NOT a curated highlight reel. Include as many quotes as you can find. The user should be able to scroll through and form their own impression of the emotional texture of the career.

Organization

Group quotes by theme. Suggested themes (adapt per profession):

• “I Love This Work”
• “The Pay Is a Problem”
• “The Caseloads / Workload”
• “The Patients / Clients”
• “The System / Bureaucracy”
• “Burnout / Vicarious Trauma”
• “I Left the Field” (and what they do now)
• “Private Practice / Entrepreneurship” (if applicable)
• “Hospital / Clinical Setting”
• “Community / Agency Setting”
• “The Paradox: Burned Out AND Satisfied”
• “What I Wish I’d Known”
• “Advice for People Considering This Career”

Format for Each Quote

> "Exact quote from the person."
> — Attribution (name if public, "Anonymous" if forum), context (role, years, setting)
>
> [Source](https://url)

Where to Find Voices

In order of richness: 1. Reddit — r/socialwork, r/nursing, r/occupationaltherapy, r/medicine, r/residency Search: [profession] Canada salary honest or [profession] burnout quit ⚠️ Reddit site-search via Google often fails. Try broader searches or fetch threads directly. 2. Quora — Search [profession] Canada salary worth it career ⚠️ Often returns 403 — use node stealth_fetch.js to bypass. 3. Glassdoor Community — Has “regret” and “satisfaction” threads ⚠️ Often returns 403 — use stealth_fetch. 4. Medium — Personal career-change stories. Search "left [profession]" OR "quit [profession]" 5. Professional association blogs — CASW, CNA, CAOT “day in the life” features 6. RedFlagDeals Forums — Canadian financial perspective on career value 7. AllNurses.com — Nursing-specific (very active Canadian section) 8. University career pages — Often have alumni perspectives 9. News articles — CBC, Globe and Mail coverage of workforce issues

Volume Target

Aim for 20-30 quotes per profession across all themes. More is better — this is a document designed for scanning, not close reading. Include duplicative sentiments if they come from different people (shows the pattern is real, not one person’s opinion).

Negativity Bias Note

Always include a note at the end acknowledging that online voices skew negative. Workers who are satisfied rarely post about it. The collection should INCLUDE positive voices but honestly acknowledge they’re harder to find in public forums.

Profession-Specific Research Notes

For RN (Registered Nursing)

Additional topics to cover: - Shift work reality (12-hour shifts, nights, weekends, holidays) - Nursing specializations and how to access them - NP (Nurse Practitioner) pathway from RN - Hospital vs community vs long-term care vs public health - Pandemic impact on the profession (burnout, exodus, recovery) - Union dynamics (ONA in Ontario) - Agency/travel nursing as an alternative - Rural vs urban experience

Key sources: CNO, CNA, CIHI, ONA collective agreements

For OT (Occupational Therapy)

Additional topics to cover: - Hospital vs community vs private practice vs school-based - Pediatric vs adult vs geriatric specialization - Wait times for OT services (demand indicator) - Comparison to physiotherapy (common confusion) - The “OT is not well understood” challenge - Fieldwork hours and supervision requirements

Key sources: COTO, CAOT, CIHI

For MD (Medicine)

Additional topics to cover: - Residency matching (CaRMS) — the critical bottleneck after the degree - Unmatched rate and what happens to unmatched graduates - Family medicine vs specialty choice - Years to independent practice (MD + residency + fellowship = 7-15+ years) - Medical school debt - Physician burnout crisis - Overhead costs for family physicians - Rural vs urban practice economics - International comparisons (Canada vs US lifestyle)

Key sources: CMA, CFPC, Royal College, CIHI, CaRMS match data

Technical Notes

Fetching Data

• Use WebSearch and WebFetch as primary tools
• Use node stealth_fetch.js <URL> for 403-blocked sites (Quora, Glassdoor, some university sites, some government sites)
• Pipe stealth_fetch through the text extractor: node stealth_fetch.js URL 2>&1 | python3 -c " import sys,re html=sys.stdin.read() text=re.sub(r'<script[^>]*>.*?</script>','',html,flags=re.DOTALL) text=re.sub(r'<style[^>]*>.*?</style>','',text,flags=re.DOTALL) text=re.sub(r'<[^>]+>',' ',text) text=re.sub(r'&nbsp;',' ',text) text=re.sub(r'\s+',' ',text) print(text[:8000]) "

NOC Codes for Job Bank / COPS

Publishing

After writing both files, run:

./lint.sh    # Check for issues
./publish.sh # Build and deploy

The files go in the profession’s folder (e.g., msw/career-reality.md, msw/career-voices.md). They’ll be built as analysis pages in that section.

Learnings from Completed Research (updated as each profession is done)

From MSW research

1. COPS/ESDC is the best source for sector breakdown — gave us 54% social assistance / 36% health care split. Job Bank descriptions list settings but don’t quantify them.
2. Burnout data is dramatic but context-dependent — the 79% burnout figure is international; the CASW child welfare data is Canada-specific but sector-specific. Always clarify scope.
3. Private practice income is wildly variable — show SCENARIOS (high/low) not averages. The range from $1,800/month to $14,000/month tells the story better than any average.
4. The paradox of simultaneous burnout and satisfaction is real — don’t force a “good career or bad career” narrative. People can love the work and be crushed by the conditions simultaneously. Present both.
5. Personal accounts from Maclean’s, Medium, The Muse were the richest voice sources — news articles with first-person narratives contain more usable quotes than forums.
6. Reddit site-search via Google consistently fails — use broader searches or fetch subreddit pages directly via stealth_fetch.

From RN research

1. CIHI is the gold standard for nursing workforce data — has supply numbers, sector breakdown, growth rates, and international nurse statistics. Much better than Job Bank for employment context.
2. The CFNU survey (n=5,595) is the best Canadian burnout data for nursing — gives specific percentages with decent sample size. But note it’s a union survey (respondents may skew toward those with complaints).
3. Maclean’s first-person nursing accounts are exceptional — the Perry Bhaskaran ER nurse story had more usable, quotable content than any other single source. Search for similar Maclean’s/Globe/CBC first-person health worker accounts for OT and MD.
4. Shift work deserves its own section for nursing — this doesn’t apply to MSW or OT in the same way. Career research guide should note when a profession has a unique structural feature (shift work, call schedules, fieldwork requirements) that deserves dedicated coverage.
5. The NP pathway is crucial context for RN career trajectory — don’t just cover the entry-level role. Show the 5-10 year trajectory including advancement paths. Do the same for OT (specialized practice) and MD (residency → staff → academic).
6. Satisfaction data for nursing was surprisingly positive (92% glad they chose nursing, 73% would do it again per Medscape) — this balanced the heavy burnout narrative nicely. Actively search for satisfaction data, not just burnout data.
7. Community/public health nursing is under-documented — almost all voices are from acute hospital settings. This matters for SpaceCat since community nursing connects most directly to her shelter work. Flag this gap explicitly.

From OT research

1. OT voices are harder to find than nursing or MSW — smaller profession, fewer online communities, less media coverage. The Student Doctor Network “reality check” thread is the single richest source of honest OT career critique, but it’s US-centric. Mumsnet (UK) had the best career-changer thread. Canadian-specific OT voices are scarce.
2. The “nobody understands what we do” theme is unique to OT — no equivalent in nursing or MSW. This should be a dedicated section in the OT career docs because it affects daily work satisfaction.
3. Setting-dependent burnout matters more for OT than other professions — the PMC meta-analysis showed burnout varies significantly by setting (lowest in physical rehab, highest in older adults/child care). For nursing, hospital vs community is the main split. For MSW, child welfare vs everything else. Document the specific settings.
4. US OT data is far more abundant than Canadian — much of the salary, burnout, and career satisfaction data comes from US sources (BLS, AOTA, SDN). Always flag when data is US-sourced and note that Canadian dynamics differ (different reimbursement models, universal healthcare, different scope of practice regulations).
5. Education cost framing differs between US and Canada — US OT students face $100K+ debt for doctoral programs. Canadian OT is a master’s (2 years, much cheaper). Don’t import US cost anxieties to Canadian context without adjustment.
6. Private practice OT income data is nearly non-existent in Canada — unlike MSW where the CASW and Kayla Das provide Canadian fee data, there’s no equivalent for Canadian OT private practice economics. This is a major gap.

From MD research

1. MD requires a unique “The Long Path” section — no other profession has such a long training pipeline (6-13+ years). The opportunity cost calculation (years of lost income during training) is critical context that doesn’t apply to MSW/RN/OT. Include a timeline + opportunity cost table.
2. Gross vs net income is the #1 confusion for physician salary — published figures ($368K average for family physicians) are GROSS, before 12-42% overhead. The actual take-home is roughly $200-300K. Always present both and explain the difference. This distinction doesn’t matter as much for salaried RNs/MSWs/OTs.
3. The CMA National Physician Health Survey is the gold standard for MD burnout — n=3,300, national scope, longitudinal (2017→2021→2025), specific demographic breakdowns. Equivalent to CFNU for nursing. No equivalent exists for OT.
4. CaRMS match data adds a career risk dimension — 1.6% of Canadian graduates go unmatched. This “did you even get a career” risk doesn’t exist for MSW/RN/OT where the degree directly leads to licensure. Must be discussed prominently.
5. CBC is the richest source for Canadian physician personal accounts — multiple first-person articles about family medicine decline, debt, burnout, rural practice. CBC > Maclean’s > Globe for MD voices.
6. RN overtime is a significant earnings multiplier — Ontario hospital RNs can earn $160K-287K with overtime (vs ~$82K base). This is unique to nursing and should be highlighted as a comparative advantage. Officially voluntary but practically expected due to shortage. Include both the earnings upside and the burnout downside.
7. Cross-reference career-voices.md from career-reality.md using relative HTML links — use [career-voices.md](career-voices.html) not backtick references, since these are rendered as separate HTML pages in the built site.
8. Each profession’s career docs should include a comparison table against the other professions SpaceCat is considering. This was done in the executive summary of each doc and is valuable for quick comparison. Standardize: salary, training time, burnout rate, job security, overtime availability, private practice option.