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| Section | Weight | Objectives |
|---|
| Data-Driven Decision Making | 10-20% | - Identify stakeholders and requirements - Assess data quality and completeness - Translate business requirements into data solutions - Define success metrics
|
| Data Preparation and Exploration | 20-30% | - Ingest and acquire data - Transform and prepare data for analysis - Identify data quality issues - Perform exploratory data analysis (EDA) - Explore data through visualization and queries
|
| Data Visualization and Insights | 20-30% | - Build visualizations using Looker Studio - Choose appropriate visualization types - Interpret and communicate findings - Present data insights to stakeholders - Create dashboards and reports
|
| Data Processing and Analytics | 20-30% | - Build and maintain data pipelines - Use BigQuery and SQL for analytics - Query and analyze datasets - Aggregate and summarize data - Apply statistical methods for analysis
|
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Google Associate Data Practitioner Sample Questions (Q19-Q24):
NEW QUESTION # 19
Your team wants to create a monthly report to analyze inventory data that is updated daily. You need to aggregate the inventory counts by using only the most recent month of data, and save the results to be used in a Looker Studio dashboard. What should you do?
- A. Create a materialized view in BigQuery that uses the SUM() function and the DATE_SUB() function.
- B. Create a BigQuery table that uses the SUM() function and the _PARTITIONDATE filter.
- C. Create a BigQuery table that uses the SUM() function and the DATE_DIFF() function.
- D. Create a saved query in the BigQuery console that uses the SUM() function and the DATE_SUB() function. Re-run the saved query every month, and save the results to a BigQuery table.
Answer: A
NEW QUESTION # 20
Your retail company wants to predict customer churn using historical purchase data stored in BigQuery. The dataset includes customer demographics, purchase history, and a label indicating whether the customer churned or not. You want to build a machine learning model to identify customers at risk of churning. You need to create and train a logistic regression model for predicting customer churn, using the customer_data table with the churned column as the target label. Which BigQuery ML query should you use?
- A. CREATE OR REPLACE MODEL churn_prediction_model OPTIONS(model_uype='logisric_reg') AS SELECT * from cusromer_data;
- B. CREATE OR REPLACE MODEL churn_prediction_model options(model_type='logistic_reg*) as select ' except(churned) FROM customer data;
- C. CREATE OR REPLACE MODEL churn_prediction_model options (model type='logistic_reg') AS select churned as label FROM customer_data;
- D. CREATE OR REPLACE MODEL churn_prediction_model OPTIONS (rr.odel_type=' logisric_reg *) AS select * except(churned), churned AS label FROM customer_data;
Answer: D
NEW QUESTION # 21
You need to create a new data pipeline. You want a serverless solution that meets the following requirements:
* Data is streamed from Pub/Sub and is processed in real-time.
* Data is transformed before being stored.
* Data is stored in a location that will allow it to be analyzed with SQL using Looker.
Which Google Cloud services should you recommend for the pipeline?
- A. Dataflow BigQuery
- B. BigQuery Analytics Hub
- C. Cloud Composer Cloud SQL for MySQL
- D. Dataproc Serverless Bigtable
Answer: A
NEW QUESTION # 22
Your company's customer support audio files are stored in a Cloud Storage bucket. You plan to analyze the audio files' metadata and file content within BigQuery to create inference by using BigQuery ML. You need to create a corresponding table in BigQuery that represents the bucket containing the audio files. What should you do?
- A. Create an external table.
- B. Create an object table.
- C. Create a temporary table.
- D. Create a native table.
Answer: B
NEW QUESTION # 23
You created a curated dataset of market trends in BigQuery that you want to share with multiple external partners. You want to control the rows and columns that each partner has access to. You want to follow Google-recommended practices. What should you do?
- A. Create a separate project for each partner and copy the dataset into each project. Publish each dataset in Analytics Hub. Grant dataset-level access to each partner by using subscriptions.
- B. Publish the dataset in Analytics Hub. Grant dataset-level access to each partner by using subscriptions.
- C. Grant each partner read access to the BigQuery dataset by using 1AM roles.
- D. Create a separate Cloud Storage bucket for each partner. Export the dataset to each bucket and assign each partner to their respective bucket. Grant bucket-level access by using 1AM roles.
Answer: B
NEW QUESTION # 24
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