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| Section | Weight | Objectives |
|---|
| Data Preparation and Exploration | 20-30% | - Explore data through visualization and queries - Ingest and acquire data - Identify data quality issues - Transform and prepare data for analysis - Perform exploratory data analysis (EDA)
|
| Data Visualization and Insights | 20-30% | - Choose appropriate visualization types - Interpret and communicate findings - Create dashboards and reports - Present data insights to stakeholders - Build visualizations using Looker Studio
|
| Data-Driven Decision Making | 10-20% | - Define success metrics - Translate business requirements into data solutions - Assess data quality and completeness - Identify stakeholders and requirements
|
| Data Processing and Analytics | 20-30% | - Apply statistical methods for analysis - Aggregate and summarize data - Query and analyze datasets - Use BigQuery and SQL for analytics - Build and maintain data pipelines
|
>> Relevant ADP Answers <<
Pass Guaranteed Quiz 2026 Authoritative ADP: Relevant Associate Data Practitioner Answers
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Google Associate Data Practitioner Sample Questions (Q17-Q22):
NEW QUESTION # 17
You are working on a project that requires analyzing daily social media dat a. You have 100 GB of JSON formatted data stored in Cloud Storage that keeps growing.
You need to transform and load this data into BigQuery for analysis. You want to follow the Google-recommended approach. What should you do?
- A. Use Cloud Run functions to transform and load the data into BigQuery.
- B. Manually download the data from Cloud Storage. Use a Python script to transform and upload the data into BigQuery.
- C. Use Cloud Data Fusion to transfer the data into BigQuery raw tables, and use SQL to transform it.
- D. Use Dataflow to transform the data and write the transformed data to BigQuery.
Answer: D
NEW QUESTION # 18
You manage a large amount of data in Cloud Storage, including raw data, processed data, and backups. Your organization is subject to strict compliance regulations that mandate data immutability for specific data types.
You want to use an efficient process to reduce storage costs while ensuring that your storage strategy meets retention requirements. What should you do?
- A. Use object holds to enforce immutability for specific objects, and configure lifecycle management rules to transition objects to appropriate storage classes based on age and access patterns.
- B. Create a Cloud Run function to periodically check object metadata, and move objects to the appropriate storage class based on age and access patterns. Use object holds to enforce immutability for specific objects.
- C. Configure lifecycle management rules to transition objects to appropriate storage classes based on access patterns. Set up Object Versioning for all objects to meet immutability requirements.
- D. Move objects to different storage classes based on their age and access patterns. Use Cloud Key Management Service (Cloud KMS) to encrypt specific objects with customer-managed encryption keys (CMEK) to meet immutability requirements.
Answer: A
NEW QUESTION # 19
Your company stores historical data in Cloud Storage. You need to ensure that all data is saved in a bucket for at least three years. What should you do?
- A. Enable Object Versioning.
- B. Set a bucket retention policy.
- C. Set temporary object holds.
- D. Change the bucket storage class to Archive.
Answer: B
NEW QUESTION # 20
Your organization has decided to move their on-premises Apache Spark-based workload to Google Cloud.
You want to be able to manage the code without needing to provision and manage your own cluster. What should you do?
- A. Migrate the Spark jobs to Dataproc on Compute Engine.
- B. Migrate the Spark jobs to Dataproc Serverless.
- C. Migrate the Spark jobs to Dataproc on Google Kubernetes Engine.
- D. Configure a Google Kubernetes Engine cluster with Spark operators, and deploy the Spark jobs.
Answer: B
NEW QUESTION # 21
You work for a home insurance company. You are frequently asked to create and save risk reports with charts for specific areas using a publicly available storm event dataset. You want to be able to quickly create and re- run risk reports when new data becomes available. What should you do?
- A. Copy the storm event dataset into your BigQuery project. Use BigQuery Studio to query and visualize the data in Looker Studio.
- B. Export the storm event dataset as a CSV file. Import the file to Google Sheets, and use cell data in the worksheets to create charts.
- C. Reference and query the storm event dataset using SQL in a Colab Enterprise notebook. Display the table results and document with Markdown, and use Matplotlib to create charts.
- D. Reference and query the storm event dataset using SQL in BigQuery Studio. Export the results to Google Sheets, and use cell data in the worksheets to create charts.
Answer: A
NEW QUESTION # 22
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