Statistical Programmer
10+ Statistical Programmer Interview Questions and Answers
Q1. what is clinical Research and phases of Clinical trials
Clinical research is the study of drugs, devices, and treatments in humans to determine their safety and effectiveness.
Clinical trials are conducted in phases to ensure safety and efficacy of the drug or treatment.
Phase 1: Small group of healthy volunteers to determine safety and dosage.
Phase 2: Larger group of patients to determine efficacy and side effects.
Phase 3: Even larger group of patients to confirm efficacy and monitor adverse reactions.
Phase 4: Post-marketing survei...read more
Q2. Difference between mean in data step and proc means
Mean in data step calculates mean within data step while proc means calculates mean for entire dataset.
Mean in data step is calculated within the data step and only for the variables specified in the data step.
Proc means calculates mean for the entire dataset or for the variables specified in the var statement.
Data step mean can be used for conditional calculations while proc means is used for overall summary statistics.
Statistical Programmer Interview Questions and Answers for Freshers
Q3. proc report/ which argument should be used to modify variables
The argument used to modify variables in proc report is 'define'.
Use the 'define' statement in proc report to modify variables.
The 'define' statement allows you to customize the appearance and behavior of variables in the report.
You can use options like 'format', 'order', 'width', 'style', etc. within the 'define' statement.
Example: define age / display format=comma10. order=data;
Example: define gender / display style(column)={background=lightblue};
Q4. If aeout = fatal what shouldbe aedeath flag should be
If aeout = fatal, aedeath flag should be set to yes
Set aedeath flag to yes if aeout is fatal
Ensure consistency in coding practices for fatal outcomes
Document the logic behind setting aedeath flag based on aeout value
Q5. what are some of the errors while submitting into p21
Errors while submitting into p21
Incorrect data format or structure
Missing required fields
Invalid data values
Network connectivity issues
Authorization/authentication problems
Q6. what is proc transpose/ what does the by do
Proc transpose is a SAS procedure used to restructure data from a long format to a wide format.
Proc transpose is used to pivot data from rows to columns or vice versa.
The BY statement in proc transpose is used to specify one or more variables that define groups in the input data.
The BY statement is optional and is used to create separate output datasets for each BY group.
Example: proc transpose data=input_data out=output_data prefix=var; by group; id variable; var value;
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Q7. What is the difference between where and if
The main difference between 'where' and 'if' is that 'where' is used for filtering data in SQL queries, while 'if' is used for conditional statements in programming languages.
WHERE clause is used in SQL to filter rows based on a specified condition, while IF statement is used in programming languages to execute a block of code based on a condition.
WHERE clause is used with SELECT, UPDATE, DELETE statements in SQL, while IF statement is used in languages like Python, Java, C++...read more
Q8. What are the different types of functions
Different types of functions include linear, quadratic, exponential, trigonometric, and logarithmic functions.
Linear functions have a constant rate of change, such as f(x) = 2x + 3.
Quadratic functions have a squared term, such as f(x) = x^2 + 3x + 2.
Exponential functions have a constant ratio between successive values, such as f(x) = 2^x.
Trigonometric functions involve sine, cosine, and tangent, such as f(x) = sin(x).
Logarithmic functions are the inverse of exponential functi...read more
Statistical Programmer Jobs
Q9. What are clinical study phases?
Clinical study phases are stages of research that a new drug or treatment must go through before it can be approved for use.
Phase 1: Small group of healthy volunteers to test safety and dosage
Phase 2: Larger group to test effectiveness and side effects
Phase 3: Even larger group to confirm effectiveness, monitor side effects, and compare to existing treatments
Phase 4: Post-marketing studies to monitor long-term effects and safety
Q10. what is data step and what is proc step
Data step is used to read, manipulate, and create datasets in SAS. Proc step is used to analyze and report on datasets.
Data step is used to read data from external sources, manipulate data, and create new datasets.
Proc step is used to analyze and report on datasets created in the data step.
Data step uses statements like SET, MERGE, IF-THEN, and OUTPUT to manipulate data.
Proc step uses procedures like PROC MEANS, PROC FREQ, and PROC PRINT to analyze and report on data.
Example:...read more
Q11. what is the difference between sum and +
Sum is a function that calculates the total of a set of numbers, while + is an operator that adds two numbers together.
Sum is a built-in function in many programming languages that calculates the total of a set of numbers.
+ is an operator used to add two numbers together in mathematical operations.
Example: sum(1, 2, 3) = 6, 1 + 2 = 3
Q12. which domains have death details
Domains such as healthcare, insurance, and public health typically have death details.
Healthcare
Insurance
Public health
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