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Predictive Analytics Modeler Explorer Award | Complete Questions & Verified Answers for Exam Success

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Prepare effectively for the Predictive Analytics Modeler Explorer Award exam with this comprehensive question bank featuring a full set of exam-style questions and verified answers. This resource is designed for data professionals aiming to demonstrate proficiency in predictive modeling techniques, data mining, and analytics best practices. Covering critical topics such as data preprocessing, model evaluation, regression, decision trees, clustering, and scoring models, this guide mirrors the real exam’s depth and complexity. Each question includes detailed explanations to enhance understanding of core concepts and practical applications, enabling candidates to develop strong problem-solving and analytical skills. Ideal for those seeking to validate their expertise and achieve certification success, this study tool supports both thorough preparation and confidence on exam day. Stay ahead in your data analytics career with focused, up-to-date content aligned with industry standards.

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Predictive Analytics Modeler Explorer
Award | Complete Questions & Verified
Answers for Exam Success

Which statement describes the goal of a typical data mining project?
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A. Produce reports describing customer behavior, based on empirical data. j j j j j j j j




B. Assess risk associated with past business decisions. j j j j j j




C. Predict the behavior of future cases based on past information. j j j j j j j j j




D. Provide insightful financial reports that help business decision making. j j j j j j j j j Answer- C. j j




Predict the behavior of future cases based on past information
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Which tab allows you to count how many valid records exist in the data audit node dialog?
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A. Annotations
B. Output
C. Settings
D. Quality Answer- D. Quality j j j j




You need to create a single report that can be run at different times for different months
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without editing the stream after it has been deployed. How should you build the stream?
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A. Make a filler node to put the correct value into the stream.
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B. Create a session parameter for the month. Enter the data as needed.
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C. Hard code the month in a SuperNode. Update when necessary.
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D. Use a partition node to create separate sample groups for each month. Answer- B.
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Create a session parameter for the month. Enter the data as needed.
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What is a segmentation modeling method that automatically sets the number of clusters into
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which records are then classified?
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A. Kohonen networks j




B. AutoCluster
C. TwoStep
D. K-Means Answer- C. TwoStep j j j j




Identify an important characteristic of the segmentation model.
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A. The segmentation model identifies clusters in the data.
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B. The segmentation model does not create a nugget.
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C. The segmentation model has multiple targets.
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,D. The segmentation model has a predefined output.j j j j j j j Answer- A. The segmentation j j j j




model identifies clusters in the data.j j j j j




You are building a stream with SPSS MODELER. The bottom of the Table output
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window shows many records with all $null$ values. How can you eliminate these
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records from your model? j j j




A. Edit the properties of the stream and choose the option: "Exclude null values".
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B. Generate a Select node where data_known="yes". j j j j j




C. Edit the Table node and choose the option: "Exclude null values".
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D. Edit the Select node and add "where data_known="yes" to the SQL statement.
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Answer- B. Generate a Select node where data_known="yes". j j j j j j j




How do you specify which records are grouped together in a derive node in count mode?
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A. by entering a 'Reset when' criteria
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B. by entering an 'Increment by' of 0
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C. by entering an 'Initial value' of the field name
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D. by entering the 'Group by' field Answer- A. by entering a 'Reset when' criteria
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You have built a stream in SPSS MODELER that includes two source nodes and four output
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nodes. How can you run the stream to produce all four outputs?
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A. Click the Run button from the main menu. j j j j j j j




B. Right-click a source node and choose Run "Selection". j j j j j j j




C. Right-click one of the terminal nodes and choose Run All". j j j j j j j j j




D. Select a source node and click the Run button from the main menu. Answer- A. j j j j j j j j j j j j j j j




Click the Run button from the main menu.
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Which selection is indicative of a Association modeling objective?
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A. A person's age is a determining factor to predict whether a Website visitor will click on an
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ad for something interesting on Facebook.
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B. Subjects who change jobs every six months are more likely to default on an j j j j j j j j j j j j j j




automobile loan. j




C. Income is a determining factor for whether a family takes a summer vacation to a j j j j j j j j j j j j j j j




foreign country or resort area. j j j j




D. Cell phone users who subscribe to plan A will likely purchase the newest cell phone as
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soon as it is released. Answer- D. Cell phone users who subscribe to plan A will likely
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purchase the newest cell phone as soon as it is released. j j j j j j j j j j




Which of the following means a model can fit the training set perfectly and fails with unseen
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future data? j




A. Underfitting
B. Prediction
C. Overfitting
D. Cross validation Answer- C. Overfitting j j j j j

, You are using Data Refinery, which tab can give you insights into your data, helping you
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identify patterns, connections, and relationships?
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A. Functions
B. Profile
C. Operations
D. Visualizations Answer- D. Visualizations j j j j




Which node will create a classification table, based on the accuracy of a model?
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A. Sample
B. Analysis
C. Partition
D. Data Audit Answer- B. Analysis j j j j j




Your Data Set consists of 5000 records describing houses and you are trying to predict the
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house price, if one of the fields in your data set describes the area of the house, what should
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the role of this field be?
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A. Both
B. Partition
C. Target
D. Input Answer- D. Input j j




Which statement describes a CHAID analysis?
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A. the process of Detecting Automatic Interaction through classification and heuristics
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B. a classification and prediction method based on classification and regression
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C. a decision-tree technique that looks for predictive variables based on Chi-square
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testing
D. a modified Chi-square analysis that produces a predictive decision tree Answer- C. a
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decision-tree technique that looks for predictive variables based on Chi-square testing j j j j j j j j j j




Which of the following can't be a reason for a data mining project failure?
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A. Not enough time spent on data preparation
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B. The complexity of the model is of O(n2)
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C. Bad quality data j j




D. Some inputs/factors can't be legally used Answer- B. The complexity of the model is of
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O(n2)

Which of the following means a machine learning model cannot fit the training data or
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generalize to new data? j j j




A. Overfitting
B. Feedforwad
C. Underfitting
D. Backpropagation Answer- C. Underfitting j j j j




Which statement is true about Apache Spark?
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A. Apache Spark is a service with features for training and deploying machine learning
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models and neural networks. j j j

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