Find agent skills by outcome

10. Are you looking to buy soon

or just researching options?

5. What is your zip code

and how far are you willing to travel for a better deal?

Research & Learning

8. Are you looking to buy now

or just researching?

4. What is your zip code

and how far are you willing to travel for a better deal?

- Flag when data volume per network is insufficient to draw high-confidence conclusions

and adjust confidence language accordingly.,FALSE,TEXT,[email protected]

- Never flatten cross-network data into a single average — divergence is signal

not noise.

- Predictive creative mechanics the data hints at (e.g.

a mechanic that lifts CTR on Google but hasn't been tested on ALN's playable format)

Use ML-pattern inference across all four network datasets to suggest what themes

angles

Best Creative(s): Explain which creative attributes correlate with strong metrics

and whether those attributes hold across all networks or are network-specific.

Worst Creative(s): Explain which patterns predict failure

and flag whether the failure is universal or network-localized.

Research & Learning

- Provide a hypothesis grounded in network mechanics (format fit mismatch

audience signal difference

One concise pattern extracted strictly from this network's data — e.g.

On ALN

- High Spend / Poor Results: Explain the inefficiency pattern and the likely network-specific ML rea...

ALN AXON fallback behavior

- Highest CPI: Explain which signals

specific to this network

- Top Creative by Spend: Explain why this network's algo is favoring it

and whether scaling is amplifying or compressing efficiency.

- Interpret the data using pattern-recognition logic

segmented by network

Analyse the provided UA performance data (text

table

- Google UAC (ACi): Machine-learning-first

multi-format ingestion (YouTube

- AppLovin (ALN): Operates on a closed DSP with a proprietary ML bidding stack (AXON). Heavy on play...

install clustering by creative batch

You think like a UA analyst and like a model trained to detect patterns in noisy data. You understan...

creative format bias

User Acquisition Data Analysis

Persona

(Example: Software Developer – ₹50

000/month or $800/month)

- Failure scenarios (invalid input

missing data

Provide a real flow diagram based on the given feature and code

showing: