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NO.1 The set Random seed option on the sample node is required if you want to draw the same
random sample with the same records more than once.
A. True
B. False
Answer: A

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NO.2 Which nodes are best suited for revealing relationship between categorical (nominal, ordinal)
fields? (Select all that apply)
A. Means node
B. Matrix node
C. Distribution node
D. Table node
Answer: A,C

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NO.3 Which outlier treatment is not available in the Quality tab of the Data Audit output?
A. Coerce
B. Nullify
C. Recode
D. Discard
Answer: C

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NO.4 Generally speaking, to modify values in columns of working data file, you would use nodes
from which palette or menu group?
A. Record Ops
B. Field Ops
C. Export
D. Sources
Answer: B

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NO.5 Which mode is not available In the Auto Numeric node?
A. Chaid
B. Logistic
C. Neural Net
D. Regression
Answer: C

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NO.1 What will occur if the deployment data has a very different range than the data that was used
in modeling?
A. The model will underpredict.
B. The model will overpredict.
C. The model may overpredict or underpredict.
D. The model nugget will automatically nullify those cases that are out of range .075.
Answer: C

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NO.2 True or false: association models require all fields used to be defined with the role of both.
A. True
B. False
Answer: A

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NO.3 True or false: auto checking for invalid values can be done on the Type tab in any Source node.
A. True
B. False
Answer: A

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NO.4 Which node can be used to impute (estimate) missing values?
A. Data Audit node
B. Balance node
C. Filler node
D. Reclassify node
Answer: A

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NO.5 How many phases are in the CRISP-DM Process Methodology?
A. Four
B. Five
C. Six
D. Seven
Answer: C

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Exam Name: SPSS (IBM SPSS Modeler - Business Partner Data Analyst Associate Exam)
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Total Q&A: 25 Questions and Answers
Last Update: 2014-04-09

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NO.1 The matrix model is used to examine the relationship between the categorical fields.
A. True
B. False
Answer: A

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NO.2 Which fields are created by this Derive dialog?
A. Three fields representing the difference between Travel-1 and each of other Travel fields.
B. No operation will be performed because the express is invalid.
C. Four fields representing the difference in weeks between AcctEst and each of the travel fields.
D. A field representing the difference between AcctEst and the global @ FIELD value.
Answer: C

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NO.3 Which node is used to read data from a comma delimited text file?
A. Var. File
B. Data Collection
C. Fixed File
D. Statistics File
Answer: A

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Reference:
ftp://ftp.software.ibm.com/software/analytics/spss/documentation/modeler/14.2 /en/SourceProces
s OutputNodes.pdf - p.18

NO.4 Which node can be used to easily generate a field that divides the data into subsamples for
the training and testing stages of modeling?
A. Sample
B. Filler
C. Balance
D. Partition
Answer: D

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Reference:
ftp://ftp.software.ibm.com/software/analytics/spss/documentation/modeler/14.2 /en/SourceProces
s OutputNodes.pdf - p.176.

NO.5 A prison system has historical data on prison inmates and wants to find what factors are
related to recidivism (return to prison). What type of model would be used?
A. Segmentation model
B. Classification model
C. Association model
D. Anomaly model
Answer: B

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Explanation:
A classification model is tested by applying it to test data with known target values and comparing
the predicted values with the known values.
The test data must be compatible with the data used to build the model and must be prepared in
the same way that the build data was prepared. Typically the build data and test data come from
the same historical data set. A percentage of the records is used to build the model; the remaining
records are used to test the model.
Test metrics are used to assess how accurately the model predicts the known values. If the model
performs well and meets the business requirements, it can then be applied to new data to predict
the future.

NO.6 The optional binning method in the Binning node uses a Supervisor field to determine the
binning cut points.
A. True
B. False
Answer: A

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Reference:
ftp://ftp.software.ibm.com/software/analytics/spss/documentation/modeler/14.2 /en/SourceProces
s OutputNodes.pdf

NO.7 Which of the following types of nodes will have data flowing both in and out, when used in a
stream?
A. Record Ops
B. Graphs
C. Export
D. Process
Answer: D

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Explanation:
ftp://ftp.software.ibm.com/software/analytics/spss/documentation/modeler/14.2 /en/SourceProces
s OutputNodes.pdf - p. 413 see process supernodes)

NO.8 System undefined values ($null$) are automatically defined as blank (missing) values in IBM
SPSS Modeler.
A. True
B. False
Answer: B

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Reference:
ftp://ftp.software.ibm.com/software/analytics/spss/documentation/modeler/14.2 /en/SourceProcess OutputNodes.pdf - p.122

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NO.1 In the Variable View, if you have a series of variables that share the same category coding
scheme, you can enter value labels for one variable, then copy these variables.
A. True
B. False
Answer: A

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NO.2 The assumption of homogeneity of variance is looking for the equivalence or group:
A. Means.
B. Medians
C. Standard Deviations.
D. Ranges
Answer: A

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NO.3 When you read data stored in an Excel file via File...Open data, you may need to specify
which options? (Select all that apply)
A. Read variable names from the first row of data
B. Read a Range of cells
C. Specify the Worksheet to read/import
D. Number of Worksheets to read/import
Answer: A,B,C

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NO.4 Which operations are available from the File menu? (Select all that apply)
A. Open and Save data files
B. Print the contents of the active IBM SPSS Statistics window
C. Exit IBM SPSS Statistics
D. Run the FREQUENCIES procedure
Answer: A

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NO.5 When performing CROSSTABS can control variables be added to the procedure?
A. Yes, by placing the variables in the row box.
B. Yes, by placing the variables in the column box.
C. Yes, by placing the variables in the layer box
D. No, control variables cannot be incorporated in a cross tabulation
Answer: C

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Total Q&A: 70 Questions and Answers
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NO.1 The assumption of homogeneity of variance is looking for the equivalence or group:
A. Means.
B. Medians
C. Standard Deviations.
D. Ranges
Answer: A

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NO.2 When you read data stored in an Excel file via File...Open data, you may need to specify
which options? (Select all that apply)
A. Read variable names from the first row of data
B. Read a Range of cells
C. Specify the Worksheet to read/import
D. Number of Worksheets to read/import
Answer: A,B,C

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NO.3 Which operations are available from the File menu? (Select all that apply)
A. Open and Save data files
B. Print the contents of the active IBM SPSS Statistics window
C. Exit IBM SPSS Statistics
D. Run the FREQUENCIES procedure
Answer: A

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NO.4 When performing CROSSTABS can control variables be added to the procedure?
A. Yes, by placing the variables in the row box.
B. Yes, by placing the variables in the column box.
C. Yes, by placing the variables in the layer box
D. No, control variables cannot be incorporated in a cross tabulation
Answer: C

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NO.5 In the Variable View, if you have a series of variables that share the same category coding
scheme, you can enter value labels for one variable, then copy these variables.
A. True
B. False
Answer: A

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Exam Code: IBMSPSSMBPDM

Exam Name: SPSS (IBM SPSS Modeler - Business Partner Data Mining Associate Exam)

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NO.1 Which node can be used to impute (estimate) missing values?
A. Data Audit node
B. Balance node
C. Filler node
D. Reclassify node
Answer: A

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NO.2 True or false: association models require all fields used to be defined with the role of both.
A. True
B. False
Answer: A

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NO.3 How many phases are in the CRISP-DM Process Methodology?
A. Four
B. Five
C. Six
D. Seven
Answer: C

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NO.4 What will occur if the deployment data has a very different range than the data that was used
in modeling?
A. The model will underpredict.
B. The model will overpredict.
C. The model may overpredict or underpredict.
D. The model nugget will automatically nullify those cases that are out of range .075.
Answer: C

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NO.5 True or false: auto checking for invalid values can be done on the Type tab in any Source node.
A. True
B. False
Answer: A

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