SOSololearn Financial Model
EdTech Startup Financials (Free Excel Download)
Mobile-first freemium coding education platform bridging the tech skills gap through bite-sized instruction, practice, and peer community.
professionals from Deloitte
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About this model
SoloLearn is a mobile-first coding education platform offering bite-sized lessons, practice, and a peer community. It lowers the barrier to technical-skills acquisition for learners who may not use traditional classroom formats, with a product designed around mobile engagement.
The company uses a freemium model: a broad free user base becomes active learners and then paid PRO subscribers. Its deck references a Q3 2020 freemium launch and projected conversion growth through 2023, with the US specifically highlighted for conversion data.
The model follows registered users, active users, engaged students, free-to-paid conversion, subscription price, and churn. Content cost, app acquisition, community engagement, support, gross margin, and possible employer or education partnerships determine revenue and cash runway.
A turnkey financial model
Live formulas, no hardcoded values
Outputs are driven by live formulas, so the workbook updates from its assumptions instead of relying on hardcoded results.
All assumptions in one tab
Inputs are clearly marked in the Assumptions tab and separated from calculations, making it clear what to change and what to leave intact.
Statements always balancing
For integrated-statement models, the balance sheet, cash flow, and supporting schedules tie through properly.
Distinct schedules for clarity
Debt, working capital, taxes, and cash flow can get messy quickly. We group calculations in clear schedules, not across disconnected tabs.
No hidden macros or external links
There are no unexplained external workbook links or macros to undermine auditability or portability.
Changes flow through the model
Update a key driver and see the impact carry through the forecast, financing, and return outputs. We never use hardcoded numbers in formulas.
About Sololearn
How to build a detailed financial model for Sololearn
A complete walkthrough of the business, drivers, and assumptions behind the downloadable Sololearn model - distilled from its pitch deck and publicly available information.
Product & value proposition
- "Whole-self learning experience platform" - instruction, practice, and peer support in one mobile/desktop app.
- Three pillars: bite-sized theory lessons → coding practice challenges → peer Q&A / community.
- Gamification (XP, badges) layered on top for habit formation.
- Free tier: lessons, code playground, peer support. Paid PRO tier: real-life projects, 1-on-1 help, personalization.
- UGC flywheel: 3.5M+ user-generated pieces of content (comments, Q&A, quizzes, code) across 1,000+ topics reduce content cost at scale.
Market
- 1 billion+ people need to reskill by 2030
- 60%+ of new jobs will require tech skills
- No specific TAM/SAM/SOM dollar figures provided in the deck.
- 95% of online coding education search volume is beginner/learn-based - positions SoloLearn's SEO moat.
Revenue model
- Freemium: free tier acquires users organically; PRO subscription unlocks effective learning features.
- Freemium launched Q3 2020.
- Channels: App Store (iOS) and Google Play (Android) - primary distribution.
- No pricing figures (monthly/annual PRO price) disclosed in the deck.
- Revenue driver equation: (% students WAU / total WAU) → revenue; students (defined as users who solve challenges and engage with UGC) are 5× more likely to monetize than passive users.
Traction & metrics
- 21M profiles total
- 300K–350K new organic registrations per month
- Zero marketing spend - all organic growth
- #1 organic search result on App Store and Google Play
- 21 courses; 1,000+ topics; 3.5M+ pieces of user-generated content
- Students WAU growing steeply from Q3 2020 launch (line chart shows sharp inflection at ~10/1/20)
- Conversions to PRO from signups (US): iOS consistently higher conversion rate than Android; both trending upward Jan 2020 → Feb 2021
- 4× conversion growth projected 2020→2023 (chart shows actual through ~2021, dotted forecast to 2023)
- No absolute revenue or ARR figure disclosed.
- Awards: FbStart Global App of the Year; Google Play Editors' Choice
Unit economics
- Students (engaged users) are 5× more likely to convert to PRO vs. non-student WAU
- CAC: effectively $0 given zero paid marketing spend at time of deck
Competition / moat
- Moat claims:
- #1 organic search rank (App Store + Google Play) without paid UA
- 3.5M+ UGC pieces create a content network effect competitors cannot replicate quickly
- SEO moat: course + UGC content directly captures 95% of beginner coding search
- Community flywheel: more students → more UGC → better learning → higher conversion → more investment in product
- Named competitors: not mentioned in deck.
- Positioning statement: "No edtech platform is built for whole-self learning experience"
Team & funding ask / use of funds
Recommended financial model
- Archetype + why: Consumer freemium SaaS - mobile app with a free-to-paid conversion funnel. Closest archetype is a B2C subscription / freemium ARR model (similar to Duolingo). Revenue is driven by registered user base → active users → engaged "students" → PRO conversions → ARPU. This is not an M&A or SPAC deck.
- Forecast horizon & granularity: Monthly for Year 1–2 (2021–2022), quarterly for Year 3 (2023); 3-year total horizon matching the deck's own conversion growth chart horizon.
- Key drivers & assumptions:
| Driver | Value |
|---|---|
| Total registered users (base) | 21M |
| Monthly new registrations | 325K (midpoint of 300K–350K) |
| Monthly registration growth rate | 2% MoM |
| WAU / MAU ratio (total base) | 15% |
| % WAU who are "students" (engaged) | 20% |
| Student-to-PRO conversion rate (US iOS) | ~4–5% |
| Student-to-PRO conversion rate (Android / non-US) | ~1–2% |
| PRO monthly price | $7.99/mo or $47.99/yr |
| Annual / monthly mix | 60% annual, 40% monthly |
| Monthly churn (PRO) | 4% |
| Gross margin | 70% |
| S&M spend | ~$0 near-term; ramp to 10% of revenue by Yr 3 |
| R&D / G&A | 40% / 15% of revenue |
| 4× conversion growth 2020→2023 | Target confirmed |
- Scenarios (Base / Bull / Bear - which variables flex):
- Base: registration growth 2% MoM, student % stays flat at 20%, conversion rate reaches 2× current by 2023.
- Bull: registration growth 4% MoM (SEO / virality acceleration), student % rises to 30% via product improvements, conversion rate hits 4× by 2023 as claimed.
- Bear: registration growth slows to 0.5% MoM, student % stays at 15%, conversion rate improves only 1.5× (market saturation / competition).
- Primary flex variables: monthly registration growth, student activation rate, PRO conversion rate, ARPU (pricing power).
- Required sheets / outputs:
- Assumptions - all drivers above with scenario toggles (Base / Bull / Bear via CHOOSE).
- User Funnel - monthly: registrations → cumulative users → WAU → students WAU → PRO subscribers (new, churned, net).
- Revenue - monthly/annual PRO subscriptions × ARPU → MRR / ARR.
- P&L - gross profit, S&M, R&D, G&A, EBITDA.
- Cash Flow / Runway - simplified operating cash flow; burn rate pre-profitability.
- KPI Summary - MAU, WAU, students WAU, PRO subs, MRR, ARR, conversion rate, LTV/CAC (once CAC is non-zero).
- Dashboard - charts: subscriber growth, MRR/ARR, conversion rate trend, WAU funnel waterfall.
Frequently asked
Is the Sololearn financial model free?+
Yes. The Sololearn model is a free Excel (.xlsx) download with live formulas. Sign up with your email and the workbook is yours to keep, review, and edit.
What's included in the model?+
A 5-year monthly forecast with P&L, cash flow and runway, valuation (exit multiple plus a DCF cross-check), MOIC/IRR returns, and unit economics, with live formulas throughout.
How was this model built?+
It was built from Sololearn's pitch deck and publicly available information, then structured to investment-banking standards as a fully editable Excel model.
Can I change the assumptions?+
Yes. You can change assumptions and the live formulas will recalculate in the downloadable Excel model.
Have more financial modelling questions? Contact us
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