5 exercises — using precise cause-effect connectors in incident reports, performance analyses, and debugging documentation.
Key patterns:
As a result of [noun phrase] — formal prepositional cause-effect
Stemmed from / arose from — points back to origin (cause → this noun)
Led to / resulted in — points forward to consequence (this noun → effect)
Consequently / therefore — sentence adverbs linking two independent clauses
0 / 27 completed
1 / 27
An incident report describes a database failure. Choose the sentence that uses a cause-effect connector most precisely:
"As a result of" is a formal prepositional phrase that introduces a cause-effect relationship with precision. It clearly distinguishes cause (connection pool reaching maximum capacity) from effect (database began rejecting new requests). Option A uses a simple coordinating conjunction (and) that is too weak for formal incident reporting. Option C is informal and redundant. Option D reverses the cause and effect. Related patterns: "owing to", "stemmed from", "triggered by".
2 / 27
A performance analysis reads: "The elevated memory usage _____ an undetected memory leak in the object cache layer." Which connector correctly identifies the origin of the problem?
"Stemmed from" expresses that the elevated memory usage originated from or had its root in the memory leak. Resulted in and led to point forward to an effect, not backward to a cause — they would only be correct if the memory leak came first in the sentence. Consequently is an adverb that links two separate sentences; it cannot fit into this noun-phrase slot. Related patterns: "arose from", "originated in", "was triggered by".
3 / 27
A debugging note reads: "The API rate limit was exceeded, _____ all downstream services started returning 429 errors." Choose the most appropriate connector:
"Consequently" is a sentence adverb that connects two independent clauses in a cause-effect relationship, showing that the 429 errors followed as a logical consequence of the rate limit being exceeded. Due to which and owing to are prepositional phrases that must be followed by a noun phrase, not a full clause. Stemmed from is a verb phrase describing the origin of something, which would require restructuring the sentence. Related patterns: "as a result", "therefore", "this led to".
4 / 27
Choose the sentence that most precisely describes a cascading failure in an incident report:
Option B demonstrates cascading cause-effect structure: the precise connector consequently links the first cause to the first effect, while the relative clause "which then caused..." traces the second-order consequence. Professional incident reports map the full causal chain rather than summarising loosely. The use of active, specific verbs (crashed, lose, stop sending) keeps each stage of the cascade clear. Related patterns: "this in turn led to", "as a direct result of which".
5 / 27
A post-deployment analysis states: "The latency spike was _____ the new logging middleware, which added 80 ms of synchronous overhead per request." Which phrase fits most precisely?
"Triggered by" is a past participial phrase used in technical writing to attribute a specific cause. It is followed directly by a noun phrase (the new logging middleware), which is grammatically required here. Because must introduce a full clause, not a noun phrase; you would need "because the new logging middleware was added". Resulting from that is awkward and informal. Option D is verbose and breaks the sentence's professional register. Related patterns: "caused by", "precipitated by", "attributable to".
6 / 27
Sarah, a junior developer, commented on John's pull request: 'The build failed because the dependency was not installed.' Which connector best explains the relationship between these two statements?
'Because' clearly indicates a causal link – the failure *resulted from* the uninstalled dependency. 'Therefore' implies a logical conclusion, which isn't necessarily present. 'However' and 'Although' introduce contrast, not cause and effect. Using 'because' demonstrates a fundamental understanding of how dependencies impact builds.
7 / 27
You're reviewing a Slack message from David regarding an API outage: 'The service degraded due to increased traffic.' Which connector most accurately represents the cause-and-effect relationship described?
'As a result of' is the standard and clearest connector for expressing causality. It directly states that increased traffic *caused* the degradation. 'Despite' implies a contradiction; 'in addition to' adds information without establishing a relationship, and 'before' describes temporal order, not causation. Using 'as a result of' is crucial for quickly understanding the root cause.
8 / 27
An API response indicates: 'The request timed out because the server was overloaded.' Which connector best highlights the reason for the timeout?
'Due to' is the most appropriate connector here because it directly states a cause-and-effect relationship. The server being overloaded *caused* the timeout. 'So that' and 'In order to' express purpose, which isn't relevant in this scenario. 'Even though' presents a contradiction, again incorrect for this context.
9 / 27
A PR description states: 'The application crashed after deploying the update. This stemmed from a conflict in the updated library version.' Which connector most accurately conveys the cause and effect?
'Considering that' clearly establishes a causal relationship – the library conflict *caused* the crash. The other options introduce irrelevant elements or suggest alternative interpretations. Using 'considering that' demonstrates an understanding of how software updates can lead to unexpected issues.
10 / 27
Sarah, a junior developer, commented on John's pull request: 'The build failed because the dependency was not installed.' Which connector best explains the relationship between these two statements?
'Because' clearly indicates a causal link – the failure *resulted from* the uninstalled dependency. 'Therefore' implies a logical conclusion, which isn't necessarily present. 'However' and 'Although' introduce contrast, not cause and effect. Using 'because' demonstrates a fundamental understanding of how dependencies impact builds.
11 / 27
You're reviewing a Slack message from David regarding an API outage: 'The service degraded due to increased traffic.' Which connector most accurately represents the cause-and-effect relationship described?
'As a result of' is the standard and clearest connector for expressing causality. It directly states that increased traffic *caused* the degradation. 'Despite' implies a contradiction; 'in addition to' adds information without establishing a relationship, and 'before' describes temporal order, not causation. Using 'as a result of' is crucial for quickly understanding the root cause.
12 / 27
An API response indicates: 'The request timed out because the server was overloaded.' Which connector best highlights the reason for the timeout?
'Due to' is the most appropriate connector here because it directly states a cause-and-effect relationship. The server being overloaded *caused* the timeout. 'So that' and 'In order to' express purpose, which isn't relevant in this scenario. 'Even though' presents a contradiction, again incorrect for this context.
13 / 27
A PR description states: 'The application crashed after deploying the update. This stemmed from a conflict in the updated library version.' Which connector most accurately conveys the cause and effect?
'Considering that' clearly establishes a causal relationship – the library conflict *caused* the crash. The other options introduce irrelevant elements or suggest alternative interpretations. Using 'considering that' demonstrates an understanding of how software updates can lead to unexpected issues.
14 / 27
Sarah, a junior developer, commented on John's pull request: 'The build failed because the dependency was not installed.' Which connector best explains the relationship between these two statements?
'Because' clearly indicates a causal link – the failure *resulted from* the uninstalled dependency. 'Therefore' implies a logical conclusion, which isn't necessarily present. 'However' and 'Although' introduce contrast, not cause and effect. Using 'because' demonstrates a fundamental understanding of how dependencies impact builds.
15 / 27
You're reviewing a Slack message from David regarding an API outage: 'The service degraded due to increased traffic.' Which connector most accurately represents the cause-and-effect relationship described?
'As a result of' is the standard and clearest connector for expressing causality. It directly states that increased traffic *caused* the degradation. 'Despite' implies a contradiction; 'in addition to' adds information without establishing a relationship, and 'before' describes temporal order, not causation. Using 'as a result of' is crucial for quickly understanding the root cause.
16 / 27
An API response indicates: 'The request timed out because the server was overloaded.' Which connector best highlights the reason for the timeout?
'Due to' is the most appropriate connector here because it directly states a cause-and-effect relationship. The server being overloaded *caused* the timeout. 'So that' and 'In order to' express purpose, which isn't relevant in this scenario. 'Even though' presents a contradiction, again incorrect for this context.
17 / 27
A PR description states: 'The application crashed after deploying the update. This stemmed from a conflict in the updated library version.' Which connector most accurately conveys the cause and effect?
'Considering that' clearly establishes a causal relationship – the library conflict *caused* the crash. The other options introduce irrelevant elements or suggest alternative interpretations. Using 'considering that' demonstrates an understanding of how software updates can lead to unexpected issues.
18 / 27
You are writing a PR description for a change that introduced a bug. The bug was caused by an incorrect calculation in a newly added function. Write a single sentence describing the cause and effect.
Option 2 is the most precise and professional. It clearly states that 'because' of the incorrect calculation, the bug arose. Options 1 & 3 are overly simplistic, while option 4 lacks the necessary connective word.
19 / 27
A code review comment reads: 'The service experienced intermittent downtime. This was directly linked to a spike in incoming requests during peak hours.' Which connector best fits the context?
'As a result of' directly links the downtime (effect) to the increased request volume (cause). It's a clear and common way to express causality in technical documentation. The other options suggest alternative relationships that aren't as directly connected.
20 / 27
A Slack message from a DevOps engineer states: 'The build failed. This was because the environment variables were not set correctly.' Which connector best illustrates the relationship between these two statements?
'Therefore' clearly indicates a causal relationship. The missing environment variables (cause) directly led to the build failure (effect). Options 1 & 2 are less common and slightly awkward phrasing; option 4 is also correct but 'therefore' is more succinct.
21 / 27
Mark is explaining a recent performance issue to the team. He says: 'The API response times increased significantly after we deployed the new caching layer. This resulted in users experiencing slow loading times.' Which connector best expresses the primary cause-and-effect relationship described?
'Consequently' and 'therefore' are strong connectors for expressing cause-and-effect. They clearly indicate that the increased API response times were a direct result of deploying the new caching layer. 'Subsequently' suggests a timeline without directly linking the two events; 'because of' is too general and doesn't emphasize the causal relationship as strongly.
22 / 27
During a standup meeting, Alex reports: 'The database query was running very slowly. This occurred because we hadn't optimized the index for that specific table.' Which connector best describes this situation?
'Due to' is the most precise and commonly used connector in technical contexts to indicate a direct cause-and-effect relationship. It clearly states that the slow query performance was *caused by* the absence of an optimized index. The other options are grammatically awkward or less specific.
23 / 27
A Slack message from a senior engineer reads: 'The service became unavailable. This happened because the load balancer misconfigured itself during the upgrade.' Which connector most accurately represents the cause-and-effect relationship?
'Consequently' is ideal for expressing a direct cause-and-effect. It clearly states that the service becoming unavailable *was caused by* the misconfiguration of the load balancer. While 'therefore' and 'as a result of' are acceptable, 'consequently' provides the strongest link between the two events in this scenario.
24 / 27
Context: A code review comment reads: 'The application's memory usage spiked dramatically after the new feature was integrated. This was due to an unclosed database connection within the function.'
Which connector most accurately describes this situation?
'Because of' clearly establishes the causal link: the unclosed connection (cause) led to the memory spike (effect). The other options suggest a more complex relationship or simply indicate similarity, not direct causation. Using 'Consequently' implies a less direct result than is present in the comment.
25 / 27
Context: You're reviewing a PR description for a new microservice. The description reads: 'The service experienced increased latency during peak hours. This was directly caused by the lack of rate limiting.'
Which connector best fits the context?
'As a result' is the most appropriate connector here because it clearly shows that the lack of rate limiting (the cause) *directly led to* increased latency (the effect). 'In order to' suggests purpose, and 'owing to' implies a less direct connection than intended. 'Despite' indicates contradiction.
26 / 27
Context: A junior developer writes in a PR description: 'The application became unresponsive after the code update. This was because the new algorithm used excessive CPU resources.'
Which connector best highlights the reason for the unresponsiveness?
'Given that' is the most accurate choice. It directly connects the excessive CPU usage (the cause) to the application becoming unresponsive (the effect). The other options suggest a more nuanced or indirect relationship – 'despite' implies contradiction, and the remaining options are less precise in establishing causation.
27 / 27
David sent this Slack message: 'The API returned a 503 error. This resulted in users being unable to access the resource.' Which connector most accurately represents the cause and effect described?
The Slack message clearly states a 503 error *resulted* in unavailability. Option 2 correctly identifies overload as the cause of the 503 status code. The other options present alternative explanations for the same symptom (error).
What will I practise in "Cause and Effect Language in Technical Writing — IT Grammar Exercise"?
Practice precise cause-effect connectors in incident reports, performance analyses, and debugging documentation. 5 exercises, Intermediate level.
How many exercises are in this module?
This module has 27 multiple-choice exercises, each with instant feedback and a full explanation of the correct answer.
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Where can I find more Grammar exercises?
Browse the full Grammar hub for related drills, or check the "Next up" link below to continue with a connected topic.
How is this different from reading an article on the same topic?
Articles explain grammar rules in prose; this exercise tests and reinforces those rules through active recall with immediate feedback — the two work best together.
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Every exercise is written by the CoderSlingo team, drawing on real workplace English used in IT roles, then reviewed for accuracy and clarity.