Function Point Analysis measures software size based on the functionality delivered to users.
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8Which item is counted in Albrecht Function Point Analysis?
Albrecht Function Point Analysis
Easy
A.External inputs
B.Developer salaries
C.Meeting durations
D.Processor cores
Correct Answer: External inputs
Explanation:
External inputs are one of the five function types counted in Albrecht Function Point Analysis.
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9What is the main purpose of Functions Mark II?
Functions Mark II
Easy
A.Measuring functional size
B.Recording software defects
C.Scheduling team meetings
D.Calculating hardware speed
Correct Answer: Measuring functional size
Explanation:
Functions Mark II is a functional size measurement method used to support software estimation.
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10Functions Mark II mainly analyzes software as a collection of what?
Functions Mark II
Easy
A.Physical servers
B.Logical transactions
C.Calendar milestones
D.Developer roles
Correct Answer: Logical transactions
Explanation:
Functions Mark II measures functional size by examining logical transactions performed by the software.
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11What does COCOMO stand for?
COCOMO Model
Easy
A.Constructive Cost Model
B.Computer Control Model
C.Construction Code Monitor
D.Combined Coding Method
Correct Answer: Constructive Cost Model
Explanation:
COCOMO stands for Constructive Cost Model, a model developed for estimating software effort and cost.
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12What primary size measure is used by the basic COCOMO model?
COCOMO Model
Easy
A.Thousands of lines of code
B.Number of user passwords
C.Number of project meetings
D.Thousands of test devices
Correct Answer: Thousands of lines of code
Explanation:
Basic COCOMO commonly uses KLOC, or thousands of delivered lines of code, as its software size input.
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13Which COCOMO extension includes cost drivers such as personnel and product attributes?
COCOMO extensions
Easy
A.Intermediate COCOMO
B.Analogy estimation
C.Basic COCOMO
D.Function Point Analysis
Correct Answer: Intermediate COCOMO
Explanation:
Intermediate COCOMO adjusts its effort estimate using cost drivers related to the product, hardware, personnel, and project.
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14Which version of COCOMO was designed to better support modern software development practices?
COCOMO extensions
Easy
A.Delphi method
B.Putnam model
C.Basic COCOMO
D.COCOMO II
Correct Answer: COCOMO II
Explanation:
COCOMO II extends the original model to address practices such as reuse, iterative development, and modern development environments.
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15What can an AI-based effort estimation tool learn from?
AI-based Estimation Tools
Easy
A.Colors used in the user interface
B.Patterns in previous project data
C.Order of icons on the desktop
D.Names chosen for project folders
Correct Answer: Patterns in previous project data
Explanation:
AI-based tools can learn relationships between project characteristics and actual effort from previous project data.
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16Which technology is commonly used in AI-based effort estimation?
AI-based Estimation Tools
Easy
A.Machine learning
B.Disk formatting
C.Image compression
D.Packet switching
Correct Answer: Machine learning
Explanation:
Machine learning can build prediction models from historical software project information.
Incorrect! Try again.
17What type of information does NLP-based requirement analysis primarily process?
Introduction to Natural Language Processing (NLP)-based requirement analysis
Easy
A.Natural-language requirement text
B.Encrypted network packets
C.Compiled machine instructions
D.Rendered video frames
Correct Answer: Natural-language requirement text
Explanation:
NLP techniques process requirements written in human language to identify useful information and possible issues.
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18Which requirement problem can an NLP tool help identify?
Introduction to Natural Language Processing (NLP)-based requirement analysis
Easy
A.Damaged hardware
B.Ambiguous wording
C.Insufficient disk space
D.Slow network cables
Correct Answer: Ambiguous wording
Explanation:
NLP tools can flag vague or ambiguous words that may cause different interpretations of a requirement.
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19Which historical value is most useful as a target when training an automated effort estimation model?
Automated effort estimation using historical project data
Easy
A.Developer email domain
B.Office room number
C.Project folder name
D.Actual effort spent
Correct Answer: Actual effort spent
Explanation:
Actual effort from completed projects provides the model with a target value for learning future effort estimates.
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20Why should historical project data be cleaned before automated estimation?
Automated effort estimation using historical project data
Easy
A.To change programming syntax
B.To improve data quality
C.To reduce processor temperature
D.To increase screen brightness
Correct Answer: To improve data quality
Explanation:
Cleaning removes or corrects missing, duplicate, and inconsistent values that could reduce estimation accuracy.
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21A project manager estimates that a system will require 24 person-months of effort. What does this estimate primarily represent?
Meaning
Medium
A.The total cost of hardware and software
B.The total amount of human work required
C.The exact calendar duration of the project
D.The number of developers required each month
Correct Answer: The total amount of human work required
Explanation:
Effort measures the total human work needed, commonly expressed in person-hours or person-months. It is not the same as calendar duration.
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22A project has an estimated effort of 36 person-months. Why might assigning 12 developers not reduce its duration to exactly 3 months?
Meaning
Medium
A.Effort estimates exclude all project management activities
B.Communication and task dependencies limit parallel work
C.Calendar duration must always equal estimated system size
D.Person-months can only be used for maintenance projects
Correct Answer: Communication and task dependencies limit parallel work
Explanation:
Software work is not perfectly divisible. Coordination overhead, learning time, and task dependencies prevent effort from translating directly into duration.
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23A team estimates a new mobile banking system using productivity data from a small internal reporting tool. What is the main weakness in this estimation basis?
B.The team is using organizational productivity data
C.The reference project is not sufficiently comparable
D.The new system has a measurable functional size
Correct Answer: The reference project is not sufficiently comparable
Explanation:
Historical data is useful only when the reference and target projects are reasonably similar in domain, complexity, technology, and quality constraints.
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24Requirements are incomplete, but management asks for a single precise effort estimate. Which response best handles the uncertainty?
Problems with Estimation Basis
Medium
A.Provide the lowest feasible value without conditions
B.Use the previous project's effort without adjustment
C.Postpone all estimation until implementation finishes
D.Provide a range with assumptions and confidence
Correct Answer: Provide a range with assumptions and confidence
Explanation:
A range communicates uncertainty more honestly than a single value. Recording assumptions also allows the estimate to be revised as requirements become clearer.
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25A company must estimate a project that resembles three completed projects with reliable effort records. Which technique is most directly applicable?
Estimation Techniques
Medium
A.Estimation by analogy
B.Source code instrumentation
C.Randomized schedule simulation
D.Critical path compression
Correct Answer: Estimation by analogy
Explanation:
Estimation by analogy compares the proposed project with similar completed projects and adjusts their recorded effort for relevant differences.
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26Three experts independently estimate a task before discussing their assumptions and revising their values over several rounds. Which technique are they applying?
Estimation Techniques
Medium
A.Wideband Delphi estimation
B.Function Point counting
C.Critical path estimation
D.Algorithmic size estimation
Correct Answer: Wideband Delphi estimation
Explanation:
Wideband Delphi obtains independent expert estimates, followed by structured discussion and revision to reduce bias and move toward consensus.
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27A system has 8 low-complexity external inputs and 5 average-complexity external outputs. Using weights 3 and 5 respectively, what is their combined unadjusted function point contribution?
Albrecht Function Point Analysis
Medium
A. function points
B. function points
C. function points
D. function points
Correct Answer: function points
Explanation:
The contribution is unadjusted function points.
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28A project has 200 unadjusted function points and a total general system characteristic score of 40. Using , what is the adjusted function point count?
Albrecht Function Point Analysis
Medium
A. function points
B. function points
C. function points
D. function points
Correct Answer: function points
Explanation:
The value adjustment factor is . Therefore, the adjusted count is .
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29Why can Function Point Analysis be used before the programming language is selected?
Albrecht Function Point Analysis
Medium
A.It predicts the exact number of code statements
B.It ignores inputs, outputs, and stored data
C.It measures only the processor resources required
D.It measures user-visible logical functionality
Correct Answer: It measures user-visible logical functionality
Explanation:
Function points measure logical functions such as inputs, outputs, inquiries, and data files, making the measure largely independent of implementation language.
Incorrect! Try again.
30A Mark II transaction contains 10 input data element types, 6 entity types referenced, and 8 output data element types. Using weights , , and , what is its functional size?
Functions Mark II
Medium
A. Mark II function points
B. Mark II function points
C. Mark II function points
D. Mark II function points
Correct Answer: Mark II function points
Explanation:
The size is .
Incorrect! Try again.
31A business transaction reads several entity types but produces only one small output. Under Functions Mark II, which change would most increase its measured size?
Functions Mark II
Medium
A.Renaming the transaction menu item
B.Changing the screen background color
C.Moving the server to another room
D.Increasing the entity types referenced
Correct Answer: Increasing the entity types referenced
Explanation:
Functions Mark II measures input data elements, referenced entity types, and output data elements. Referenced entities also carry a relatively high standard weight.
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32Using Basic COCOMO for an organic project, . Approximately how much effort is required for a 32 KLOC system?
COCOMO Model
Medium
A. person-months
B. person-months
C. person-months
D. person-months
Correct Answer: person-months
Explanation:
Substitution gives person-months.
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33A small experienced team is developing a relatively flexible business application in a familiar environment. Which Basic COCOMO development mode is most appropriate?
COCOMO Model
Medium
A.Organic mode
B.Embedded mode
C.Critical mode
D.Semidetached mode
Correct Answer: Organic mode
Explanation:
Organic mode fits relatively small, familiar, and less constrained projects developed by experienced teams.
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34Basic COCOMO estimates an organic project's effort as 100 person-months. Using , what is the approximate development duration?
COCOMO Model
Medium
A. months
B. months
C. months
D. months
Correct Answer: months
Explanation:
The duration is months. Duration grows more slowly than total effort.
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35A nominal COCOMO estimate is 80 person-months, and the combined effort adjustment factor is 1.25. What is the adjusted effort?
COCOMO extensions
Medium
A. person-months
B. person-months
C. person-months
D. person-months
Correct Answer: person-months
Explanation:
Intermediate COCOMO applies cost drivers through the effort adjustment factor: person-months.
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36Two COCOMO II projects have the same size and effort multipliers, but Project X has scale factors that produce a larger exponent. What is the expected effect?
COCOMO extensions
Medium
A.Project X requires more effort as size grows
B.Project X always has a shorter schedule
C.Project X receives a smaller adjustment factor
D.Project X has fewer source code statements
Correct Answer: Project X requires more effort as size grows
Explanation:
In COCOMO II, scale factors influence the exponent applied to size. A larger exponent causes effort to increase more rapidly as project size grows.
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37An AI estimation tool performs well on training projects but poorly on new projects. Which action most directly checks whether the model is overfitting?
AI-based Estimation Tools
Medium
A.Evaluate it on unseen validation projects
B.Replace recorded effort with expert guesses
C.Increase every predicted effort by ten percent
D.Remove all project attributes from the model
Correct Answer: Evaluate it on unseen validation projects
Explanation:
Performance on unseen data tests whether the model generalizes beyond its training examples. A large performance gap is evidence of overfitting.
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38A neural estimation model predicts 500 person-hours, but managers cannot determine which project attributes drove the result. Which concern is most relevant?
AI-based Estimation Tools
Medium
A.Incorrect critical path ordering
B.Limited model explainability
C.Excessive functional decomposition
D.Insufficient source code compilation
Correct Answer: Limited model explainability
Explanation:
A model with limited explainability makes it difficult to justify estimates, identify influential factors, and detect predictions based on unsuitable patterns.
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39An NLP tool flags the requirement "The system should respond quickly" during automated analysis. What issue has it most likely detected?
Introduction to Natural Language Processing (NLP)-based requirement analysis
Medium
A.An invalid COCOMO development mode
B.A duplicated database primary key
C.A missing software compilation option
D.An ambiguous and nonmeasurable quality term
Correct Answer: An ambiguous and nonmeasurable quality term
Explanation:
The word "quickly" lacks a measurable threshold. NLP-based analysis can identify vague terms that should be replaced with testable criteria.
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40A company trains an automated estimator using historical project records from different teams. Before training, what is the most useful data preparation step?
Automated effort estimation using historical project data
Medium
A.Sort projects alphabetically by customer name
B.Replace actual effort with planned duration
C.Standardize units and handle missing values
D.Discard all projects completed under budget
Correct Answer: Standardize units and handle missing values
Explanation:
Consistent units and appropriate treatment of missing data are necessary for meaningful comparisons and reliable model training.
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41A project is estimated to require 48 person-months of effort. Management assigns 12 developers and concludes that delivery will take exactly 4 months. Which interpretation is most defensible?
Meaning
Hard
A.The conclusion is valid if every developer has the same nominal productivity
B.The conclusion is valid because effort divided by staff always equals duration
C.The conclusion is invalid because schedule depends on dependencies, communication, and staffing profiles
D.The conclusion is invalid only when the project uses unfamiliar programming languages
Correct Answer: The conclusion is invalid because schedule depends on dependencies, communication, and staffing profiles
Explanation:
Effort and duration are related but not interchangeable. Sequential work, onboarding, communication overhead, and nonuniform staffing prevent duration from being computed as simple effort divided by headcount.
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42A company estimates a cloud-native project using productivity from older mainframe projects. The historical projects report effort per delivered source line, while the new project relies heavily on managed services and generated code. What is the most serious basis problem?
Problems with Estimation Basis
Hard
A.The new project cannot be estimated until every managed service has been implemented
B.The historical sample uses a size measure that is not comparable across the technologies
C.The new project must use the mainframe productivity rate after adjusting for inflation
D.The historical sample contains too many projects for expert adjustment to remain useful
Correct Answer: The historical sample uses a size measure that is not comparable across the technologies
Explanation:
Source lines do not represent equivalent delivered functionality across mainframe development, generated code, and managed services. Applying the old productivity rate would therefore create a structurally biased estimate.
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43An estimation repository contains only projects that reached production; canceled and severely delayed projects were removed during data cleaning. A model trained on this repository consistently underestimates high-risk projects. Which issue best explains the behavior?
Problems with Estimation Basis
Hard
A.Heteroscedasticity has caused completed projects to have exactly equal residual variance
B.Survivorship bias has removed observations from the costly tail of the effort distribution
C.Feature scaling has converted unsuccessful projects into statistically impossible records
D.Multicollinearity has forced all project attributes to receive identical coefficients
Correct Answer: Survivorship bias has removed observations from the costly tail of the effort distribution
Explanation:
Excluding canceled and severely troubled projects conditions the data on successful completion. The resulting basis underrepresents extreme effort and risk, causing optimistic predictions.
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44A team wants to use Wideband Delphi, but the technical lead publicly announces a 900-hour estimate before participants make their own estimates. Which modification most directly reduces the resulting anchoring risk?
Estimation Techniques
Hard
A.Average all estimates immediately without discussing assumptions or outliers
B.Allow participants to revise estimates only toward the announced value
C.Replace the final consensus with the technical lead's original estimate
D.Collect anonymous independent estimates before revealing any participant's value
Correct Answer: Collect anonymous independent estimates before revealing any participant's value
Explanation:
Independent estimates made before group discussion reduce anchoring and authority bias. Subsequent rounds can then expose differing assumptions without making the lead's estimate the initial reference point.
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45Two independent sequential activities use PERT estimates. Activity A has weeks and activity B has weeks. Using the PERT mean and variance and a normal approximation, what is the approximate one-sided 95th-percentile completion time?
Estimation Techniques
Hard
A. weeks
B. weeks
C. weeks
D. weeks
Correct Answer: weeks
Explanation:
The means are and , while the variances are and . Thus the total has mean and standard deviation , giving weeks.
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46An application has 10 low-complexity EIs, 6 average EOs, 4 high EQs, 3 average ILFs, and 2 low EIFs. Using standard IFPUG weights and a total general-system-characteristic score of 40, what is the adjusted function point count?
Albrecht Function Point Analysis
Hard
A. FP
B. FP
C. FP
D. FP
Correct Answer: FP
Explanation:
The unadjusted count is . The value adjustment factor is , so FP.
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47A target application reads customer records from a CRM database maintained entirely outside the target application's boundary. The target application neither creates nor updates those records. How should the customer data be classified for the target application?
Albrecht Function Point Analysis
Hard
A.As an ILF because the records are logically related and persistently stored
B.As an EQ because users can retrieve customer data without updating the CRM
C.As an EIF because the records are referenced but maintained outside the boundary
D.As an EI because customer data crosses into the application during processing
Correct Answer: As an EIF because the records are referenced but maintained outside the boundary
Explanation:
An EIF is a logical data group referenced by the measured application but maintained by another application. Boundary ownership, rather than physical storage or input direction, determines the classification.
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48A system initially has 200 unadjusted function points and a value adjustment factor of . A new high-complexity external output is added, while the general-system-characteristic score remains unchanged. What is the new adjusted size?
Albrecht Function Point Analysis
Hard
A. FP
B. FP
C. FP
D. FP
Correct Answer: FP
Explanation:
A high-complexity external output contributes 7 unadjusted function points. The new adjusted size is FP.
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49A Functions Mark II measurement uses , where is input data element types, is output data element types, and is entity-type references. For totals of 40, 25, and 70 respectively, what is the functional size?
Functions Mark II
Hard
A. Mk II FP
B. Mk II FP
C. Mk II FP
D. Mk II FP
Correct Answer: Mk II FP
Explanation:
The size is Mk II function points.
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50Two systems expose the same number of user transactions, but one transaction references many entity types and returns substantially more output data elements. Why can Functions Mark II assign different sizes to the systems?
Functions Mark II
Hard
A.It replaces functional size with an adjustment based only on development team experience
B.It counts every transaction once regardless of the data involved in its processing
C.It weights input, output, and entity-reference components within logical transactions
D.It derives size exclusively from source lines generated by each logical transaction
Correct Answer: It weights input, output, and entity-reference components within logical transactions
Explanation:
Functions Mark II measures the data movement and entity references associated with logical transactions. Equal transaction counts therefore need not imply equal functional sizes.
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51In Basic COCOMO's organic mode, effort is modeled as person-months, where is KLOC. If size doubles and all other assumptions remain unchanged, by approximately what factor does estimated effort increase?
COCOMO Model
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The effort ratio is . The increase is slightly more than proportional because the exponent exceeds 1.
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52Two projects use the same Intermediate COCOMO mode with exponent . Project X has 50 KLOC and an effort adjustment factor of ; project Y has 60 KLOC and a factor of . What is the approximate ratio ?
COCOMO Model
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The common coefficient cancels, so . Lower cost-driver multipliers can outweigh the larger size.
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53In a COCOMO II model, effort is , with . For a 100-KSLOC project, process improvements reduce by 5 while all effort multipliers remain unchanged. What is the approximate new-to-old effort ratio?
COCOMO extensions
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The exponent decreases by , so the ratio is . Scale-factor improvements have a size-dependent effect because they alter the exponent.
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54In COCOMO II, why is treating a scale factor as if it were an ordinary effort multiplier generally incorrect?
COCOMO extensions
Hard
A.A scale factor changes the size exponent, so its effect varies with project size
B.A scale factor modifies source size by a constant independent of project context
C.A scale factor changes only the currency used to report development cost
D.A scale factor applies only after actual effort has replaced estimated effort
Correct Answer: A scale factor changes the size exponent, so its effect varies with project size
Explanation:
Scale factors influence the exponent , creating economies or diseconomies of scale. Effort multipliers instead multiply the estimate directly, so the two mechanisms are not interchangeable.
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55An AI effort estimator includes the final number of change requests as a training feature, even though that value is known only after project completion. Cross-validation shows excellent accuracy, but deployment performance is poor. What is the primary defect?
AI-based Estimation Tools
Hard
A.Target leakage introduces post-estimation information that is unavailable at prediction time
B.Class imbalance prevents the model from assigning effort values to completed projects
C.Feature normalization removes the causal influence of requirements volatility from effort
D.Underfitting prevents the estimator from learning relationships in the training projects
Correct Answer: Target leakage introduces post-estimation information that is unavailable at prediction time
Explanation:
The final change-request count contains future information correlated with actual effort. Using it during training produces misleading validation results because the feature is unavailable when a real estimate must be made.
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56A neural estimator trained on small internal business applications is applied to safety-critical embedded projects. Its point predictions remain precise-looking even for inputs far outside the training distribution. Which control best addresses this risk?
AI-based Estimation Tools
Hard
A.Increase the neural network depth while retaining the same historical training sample
B.Detect out-of-distribution inputs and return calibrated intervals or require expert review
C.Replace missing embedded-project attributes with the business-project feature averages
D.Round every point estimate to the nearest person-month before presenting the result
Correct Answer: Detect out-of-distribution inputs and return calibrated intervals or require expert review
Explanation:
The main risk is unsupported extrapolation under domain shift. Distribution checks, calibrated uncertainty, and escalation to experts prevent a precise-looking number from being mistaken for a reliable estimate.
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57Consider the requirement: "When the employee submits the form to the manager, the system shall archive it and notify them." Which NLP capability is most directly needed to determine what "it" and "them" refer to?
Introduction to Natural Language Processing (NLP)-based requirement analysis
Hard
A.Topic modeling combined with document compression
B.Language identification combined with stemming
C.Coreference resolution combined with ambiguity detection
D.Sentiment classification combined with keyword frequency
Correct Answer: Coreference resolution combined with ambiguity detection
Explanation:
The pronouns have multiple plausible antecedents. Coreference resolution proposes antecedents, while ambiguity detection should flag low-confidence or competing interpretations for review.
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58An NLP model predicts requirement complexity from individual requirement sentences. Sentences are randomly divided between training and test sets, so sentences from the same project occur in both sets. Why can the reported test accuracy be misleading?
Introduction to Natural Language Processing (NLP)-based requirement analysis
Hard
A.Project-specific vocabulary leaks across the split and violates independence between train and test data
B.Random splitting removes semantic information required to represent requirement complexity
C.Sentence-level splitting guarantees that rare requirement types occur only in the test partition
D.Project grouping always increases the number of labeled sentences available for model training
Correct Answer: Project-specific vocabulary leaks across the split and violates independence between train and test data
Explanation:
Requirements from one project often share templates, domain terms, and writing style. A random sentence split lets the model exploit those project signatures, so evaluation should group records by project.
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59An analogy estimator selects a 100-person-month historical project for a new project that is 20% larger in functional size. Historical analysis indicates effort scales with size exponent , and the new project's combined cost-driver multiplier is relative to the analogue. What effort should be predicted?
Automated effort estimation using historical project data
Hard
A. person-months
B. person-months
C. person-months
D. person-months
Correct Answer: person-months
Explanation:
Scale the analogue as person-months.
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60A historical effort model will be used each quarter while tools, staffing practices, and project types evolve over time. Which evaluation design best estimates future operational performance while exposing concept drift?
Automated effort estimation using historical project data
Hard
A.Train and test on the complete repository after removing unusually costly projects
B.Use rolling-origin validation that always trains on earlier projects and tests on later projects
C.Use random record-level folds that mix projects from every calendar period
D.Select the model with the lowest residual error on its original training sample
Correct Answer: Use rolling-origin validation that always trains on earlier projects and tests on later projects
Explanation:
Rolling-origin validation preserves the real prediction order and reveals degradation as the project environment changes. Random folds can leak future practices into training and hide temporal drift.
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