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Live Ops reports and market data

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Cover of Lessons Learned in the Trenches: Developing Games as a Service
71 min
Game Developers Conference71 min

Lessons Learned in the Trenches: Developing Games as a Service

Games as a Service development demands a fundamental shift from viewing software as a finite product to treating it as a continuous, evolving utility.

  • A successful Games-as-a-Service (GaaS) launch is a singular event; failing to capture the audience at 'opening night' results in a permanent loss of potential that cannot be recovered later.
  • Development teams must prioritize a disciplined 'heartbeat' for content updates, utilizing a cadence of weekly bug fixes, monthly feature additions, and quarterly seasonal content drops that take no longer than 6 to 8 months to produce.
  • Pre-production is critical; teams should avoid rushing foundations and instead focus on perfecting core gameplay loops before expanding into meta-systems or broad content.
Game Developers ConferenceFeb 2022
Cover of Research Methods to Improve Live Game Retention, D1 to D100
59 min
Game Developers Conference59 min

Research Methods to Improve Live Game Retention, D1 to D100

Games user experience research serves as a critical bridge between raw telemetry data and actionable design improvements, specifically targeting the enhancement of player retention from the first day through the hundredth.

  • Improving player retention from D1 to D100 requires a mixed-methodology approach that combines quantitative A/B testing with qualitative insights to identify the 'why' behind churn.
  • Mobile titles like Design Home and Cooking Dash successfully improved retention by using granular funnel tracking to pinpoint specific usability hurdles.
  • Longitudinal research tools, such as ten-day diary studies, are essential for observing player behavior over time and refining complex late-game systems.
Game Developers ConferenceFeb 2022
Cover of A QA Perspective on Live Game Production
37 min
Game Developers Conference37 min

A QA Perspective on Live Game Production

The evolution of live service game production necessitates a fundamental shift in quality assurance, moving away from reactive testing toward an integrated, proactive development lifecycle.

  • To maintain stability in a live service environment, isolate development features on dedicated streams rather than bundling them, which prevents cross-contamination of bugs and simplifies the testing process.
  • Leverage a closed beta group of mature, dedicated players to provide early feedback and identify issues before pushing updates to the broader open-beta player base.
  • Implement automated data visualization tools to compare item attributes across development streams, allowing QA to identify red flags and data discrepancies that would be impossible to catch manually.
Game Developers ConferenceDec 2021
Cover of Panel: What Techniques Can we Apply from Hypercasual Games & Bring into Living Games?
44 min
PocketGamer.biz44 min

Panel: What Techniques Can we Apply from Hypercasual Games & Bring into Living Games?

The gaming industry is currently witnessing a strategic convergence between hypercasual titles and live service models, driven by a mutual desire to optimize player retention and monetization.

  • The mobile gaming industry is converging toward a hybrid model that merges the frictionless, low-barrier entry of hypercasual design with the long-term retention and monetization structures of live service ecosystems.
  • Hypercasual developers are increasingly integrating live-ops and in-app purchase (IAP) frameworks to extend the traditionally short lifespans of their titles.
  • Live service developers are adopting hypercasual design principles to simplify complex social and gameplay systems, making them more intuitive for broader mobile audiences.
PocketGamer.bizDec 2021
Cover of Panel: War Stories on the Business of Multiplayer Games
47 min
PocketGamer.biz47 min

Panel: War Stories on the Business of Multiplayer Games

The evolution of multiplayer gaming reveals that while technical infrastructure has transitioned from proprietary hardware to cloud-based solutions, the foundational challenges of community management and player behavior remain constant.

  • Prioritize human-centric design and transparent community communication over technological novelty, as these remain the primary drivers of long-term player retention and viability.
  • Mitigate development risk by launching core systems at 20 percent polish to validate design assumptions before committing full resources to feature development.
  • Integrate monetization models directly into the initial design phase rather than retrofitting them onto existing frameworks to ensure sustainable server liquidity and growth.
PocketGamer.bizDec 2021
Cover of PM Planning & Prioritization in Game Development (Philosophy Friday #7)
80 min
GameMakers80 min

PM Planning & Prioritization in Game Development (Philosophy Friday #7)

Product management in modern game development centers on the necessity of a rigorous, thesis-driven strategy to ensure market viability and operational success.

  • Product planning should begin with a clear, research-backed thesis that identifies a latent human desire, such as the need for progress or social connection, to align marketing and development teams.
  • Opportunity sizing for new concepts should use top-down analysis by comparing the proposed game to market competitors using data from tools like Sensor Tower or App Annie to estimate potential organic volume and revenue.
  • Sensitivity analysis using Excel data tables is an underutilized but powerful tool for product managers to resolve team debates regarding key performance assumptions and project viability.
GameMakersNov 2021
Cover of In-Game Events Snapshot: November 2021
Report24 pages

In-Game Events Snapshot: November 2021

In-game events have become a cornerstone of mobile game monetization and player retention, with 90% of the top 100 grossing mobile titles utilizing seasonal events.

  • Seasonal in-game events are a standard industry practice, utilized by 90% of the top 100 grossing mobile titles to drive player retention and monetization.
  • External brand collaborations are a major growth area, appearing in 42% of top US iOS games, 51% of top Chinese games, and 62% of top Japanese games.
  • Strategic event implementation can drive massive revenue spikes, such as Genshin Impact’s Lantern Rite event increasing daily revenue from $200,000 to over $1.25 million.
GameRefineryNov 2021
Cover of Zero to One vs. 1 to N Product Managers (Philosophy Friday #3)
56 min
GameMakers56 min

Zero to One vs. 1 to N Product Managers (Philosophy Friday #3)

The distinction between zero-to-one and one-to-n product management defines the fundamental tension between radical innovation and iterative scaling.

  • Zero-to-one product management requires a hunter mindset focused on intuition and conviction to create novel offerings, while one-to-n management acts as a gatherer role focused on data-driven optimization of established products.
  • Large organizations often fail at innovation by incorrectly applying one-to-n, process-heavy methodologies to zero-to-one projects, which dilutes bold ideas through committee-driven consensus.
  • Successful zero-to-one initiatives demand a culture of radical honesty and blunt communication, as prioritizing social harmony over direct feedback frequently leads to mediocre outcomes.
GameMakersOct 2021
Cover of Theming for Live Ops Events: The Power of Modularity & Storytelling
30 min
PocketGamer.biz30 min

Theming for Live Ops Events: The Power of Modularity & Storytelling

Modular Live Ops frameworks serve as a critical strategy for boosting weekday engagement and long-term retention in mobile gaming.

  • Implementing modular Live Ops frameworks can drive a 16–20% lift in ad ARPDAU and a 21–25% increase in daily minutes played.
  • Modular systems allow small teams to launch new events within a three-to-four-week production cycle while simultaneously developing core game features.
  • Operational efficiency is achieved by utilizing consistent, re-skinable components that can be adapted to any game genre.
PocketGamer.bizOct 2021
Cover of Panel: Creative Ways to Grow: Innovating in User Acquisition & Retention
47 min
PocketGamer.biz47 min

Panel: Creative Ways to Grow: Innovating in User Acquisition & Retention

Sustainable growth in the modern gaming industry necessitates a holistic strategy that bridges the gap between marketing, product development, and community management.

  • Retention is the primary driver of revenue and long-term scale, as acquiring new users is ineffective if the first-time user experience (FTUE) fails to engage players or if the game suffers from technical instability.
  • Maintaining creative integrity in user acquisition (UA) is critical; using misleading ads that do not reflect actual gameplay can damage long-term app store rankings due to high visit-to-download drop-off rates.
  • Influencer marketing campaigns can drive significant short-term install spikes, but they require careful tracking and coordination to avoid negative impacts on store algorithms if the traffic does not convert into sustained downloads.
PocketGamer.bizOct 2021
Cover of Panel: What Lessons Have we Learned from our Game Economy Mistakes?
43 min
PocketGamer.biz43 min

Panel: What Lessons Have we Learned from our Game Economy Mistakes?

The modern gaming industry has undergone a fundamental transition from traditional retail models toward complex, hybrid monetization strategies.

  • Game monetization has shifted from purely progression-based models to include vanity-focused economies, exemplified by Fortnite's success in selling cosmetic items to a growing Gen Z audience.
  • In the current freemium landscape, approximately 96% of users do not make in-app purchases, leaving the primary revenue burden on the 4% of players identified as 'whales'.
  • Developers should simulate their game economies before launch, modeling player behavior across multiple segments over years of gameplay to identify potential imbalances or infinite scaling issues.
PocketGamer.bizOct 2021
Cover of Scaling Up a Merge Game with Antti Hattara, CEO Starberry Games
41 min
Deconstructor of Fun41 min

Scaling Up a Merge Game with Antti Hattara, CEO Starberry Games

The merge genre has evolved from a simple casual category into a highly competitive landscape where long-term retention is the primary determinant of success.

  • Long-term retention beyond 90 days is now the primary metric for success in the highly competitive merge game market.
  • Developers can differentiate their titles by pivoting from simple idle mechanics toward complex city-building simulations.
  • Scaling requires a dual strategy of consistent content updates and advanced performance marketing, leveraging automated tools to overcome IDFA deprecation challenges.
Deconstructor of FunSep 2021

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