In the rapidly growing mobile app industry, understanding how to forecast growth and user acquisition costs (UAC) is crucial for creating a solid financial model. Whether you’re building a new app or scaling an existing one, having accurate financial projections helps you make informed decisions, allocate resources efficiently, and attract investors. In this article, we’ll guide you through the process of forecasting growth and user acquisition costs in your mobile app financial model by providing practical tips on using data for strategic planning. We have also built a ready-to-go Mobile App Financial Model Template for Founders looking for an easy-to-use Financial model which will allow them to model out their mobile app financials and provide an Income Statement, Balance Sheet and Cash Flow Statement for their mobile app.

Understanding the Basics: Why Growth and User Acquisition Matter
Forecasting Growth
Growth forecasting provides insights into the potential trajectory of your app. This includes understanding how the number of users will expand over time and predicting the future revenue your app can generate. Whether you’re looking at organic growth or growth driven by marketing campaigns, knowing how to forecast growth accurately will allow you to plan for scaling infrastructure, staffing, and marketing budgets.
User Acquisition Costs (UAC)
UAC refers to the cost of acquiring a new user for your mobile app, including everything from advertising spend to influencer marketing and promotions. Accurate UAC forecasting ensures that you’re investing wisely in acquiring users, while maintaining profitability. This is vital because if UAC exceeds the revenue generated by each user, your app will not be financially sustainable.
Step 1: Forecasting Growth in Your Mobile App
Forecasting growth in your app requires a blend of quantitative analysis and market research. You’ll need to evaluate both internal metrics (your current user base, engagement rates, and retention) and external factors (market trends, competition, and economic conditions).
1.1. Define Your User Growth Strategy
Start by defining the user acquisition channels and strategies you plan to use. Growth can come from several sources:
- Organic Growth: This is when users discover your app without paid marketing efforts, often through word-of-mouth, app store optimization (ASO), and referral programs.
- Paid Acquisition: This includes advertising, such as Google Ads, Facebook Ads, influencer marketing, and paid media strategies.
- Partnerships and Collaborations: Collaborating with other businesses or platforms can drive growth through cross-promotion.
- Geographic Expansion: Entering new geographic markets can also be an avenue for growth.
Once you have a growth strategy, define your target users and key performance indicators (KPIs) like daily active users (DAUs), monthly active users (MAUs), user retention rates, and lifetime value (LTV).
1.2. Use Historical Data (If Applicable)
If your app is already live, start by using historical data to forecast growth. This could include:
- User Growth Rate: Look at your historical user growth rate month-over-month (MoM) or year-over-year (YoY). For example, if you had 1,000 users last month and 1,200 this month, your growth rate is 20%.
- Churn Rate: This metric shows the percentage of users who stop using your app over a specific period. Keeping churn rate low while increasing new users is key to sustained growth.
- Retention Rates: Retention rates show how many users continue using your app over time (e.g., 1-day, 7-day, and 30-day retention).
By analyzing these figures, you can estimate future user growth trends, adjusting for seasonal factors, product improvements, and market conditions.
1.3. Factor in Market Trends and External Variables
Even with strong engagement, your growth will be impacted by market conditions and competition. Use external data to adjust your growth forecast:
- Market Size and Opportunity: Research market reports and projections to gauge potential growth.
- Competitor Analysis: Understand what your competitors are doing. Identify emerging trends or competitors gaining traction that could affect your app.
- Economic Conditions: Economic shifts can affect user spending and acquisition budgets.
1.4. Set Growth Targets and Milestones
Based on the data and insights, set realistic growth targets. These should include:
- Monthly or Quarterly Growth Goals: Aim for a specific percentage increase in active users each month or quarter.
- User Engagement and Retention Goals: Define targets for increasing retention rates.
- Revenue Targets: Estimate revenue from in-app purchases, ads, or subscriptions.
Step 2: Forecasting User Acquisition Costs (UAC)
User Acquisition Costs represent the financial effort required to attract and onboard new users. Accurately forecasting UAC is essential to ensure you’re not overspending on acquisition efforts.
2.1. Understand the Components of UAC
UAC includes several cost components:
- Marketing Spend: The total money allocated to paid advertising campaigns.
- Advertising Campaigns: Specific campaigns used to acquire users, including cost-per-click (CPC), cost-per-install (CPI), and cost-per-acquisition (CPA).
- Referral Programs: Calculate costs associated with incentives for user referrals.
- Organic Marketing Costs: Costs related to content marketing and app store optimization.
- Team and Infrastructure: Salaries of marketing and acquisition teams, tools, and platforms.
2.2. Estimate Costs for Each Acquisition Channel
Track metrics including:
- Cost-Per-Install (CPI): Cost of acquiring a user through an ad campaign.
- Cost-Per-Acquisition (CPA): Cost of acquiring a user who takes a desired action.
- Lifetime Value (LTV): Long-term revenue generated by a user.
- Conversion Rate: Percentage of users performing desired actions.
2.3. Use Historical Data to Estimate Future UAC
If your app is operational, use past marketing campaigns to estimate future UAC. Track past performance to understand how much you typically spend to acquire each new user. Use this data to project future costs and adjust for market changes.
2.4. Forecast UAC Over Time
UAC will fluctuate as you scale. Initially, acquiring users might be more expensive, but as you refine your targeting and optimize campaigns, UAC should decrease.
Step 3: Integrating Growth and UAC into Your Financial Model
Integrate these forecasts into your financial model:
- Revenue Forecasting: Estimate revenue from each new user based on LTV and conversion rates.
- Profitability Projections: Subtract your UAC from projected revenue to estimate profitability.
- Scalability Planning: Adjust forecasts as you scale, leveraging decreased UAC and increased revenue.

Frequently Asked Questions
What are user acquisition costs in mobile apps?
User acquisition costs (UAC) refer to the total cost associated with acquiring a new user for a mobile app, including marketing and advertising expenses.
How can I reduce user acquisition costs?
Reducing UAC can be achieved by optimizing marketing strategies, improving app store optimization, enhancing user retention, and leveraging organic growth channels.
Why is forecasting UAC important for mobile app development?
Forecasting UAC is crucial for budgeting and ensuring that your investment in user acquisition is financially sustainable and generating the desired returns.
By understanding the dynamics of user growth and leveraging historical data along with accurate projections, you can ensure that your app is on a path to sustainable profitability. These projections help in making data-driven decisions that maximize resources and attract potential investors. Whether you’re aiming to improve user retention, scale your acquisition efforts, or optimize your marketing budget, these strategies will help you build a stronger, more profitable mobile app business.