This passage is from the Logical Reasoning section (Logical Reasoning Practice Set 2) of CLAT. Read the passage carefully and answer the questions that follow.
Passage – Logical Reasoning Practice Set 2
In recent years, governments across several jurisdictions have introduced regulations requiring large technology companies to disclose how their recommendation algorithms function. Proponents of such regulation argue that algorithmic transparency strengthens democratic accountability by allowing citizens and regulators to evaluate whether digital platforms unfairly influence public opinion or market competition. According to this view, transparency enables oversight without necessarily restricting innovation.
Critics, however, contend that mandatory disclosure of algorithmic processes may produce unintended consequences. They argue that excessive transparency could enable malicious actors to manipulate platform systems more easily or allow competitors to replicate proprietary technologies, thereby discouraging innovation. Moreover, some scholars suggest that transparency alone cannot ensure accountability unless citizens and regulators possess the technical expertise required to interpret disclosed information meaningfully.
Consequently, while algorithmic transparency may contribute to improved oversight, its effectiveness depends on complementary institutional mechanisms such as regulatory capacity, public literacy, and enforceable compliance standards. Without such supporting conditions, transparency requirements may remain largely symbolic rather than transformative.
Questions
Question 1
Which of the following best expresses the central argument of the passage?
A. Algorithmic transparency should be completely avoided
B. Transparency alone is insufficient without supporting institutional mechanisms
C. Technology companies must disclose all proprietary information
D. Regulatory oversight always discourages innovation
Question 2
Which of the following assumptions underlies the proponents’ claim that transparency strengthens democratic accountability?
A. Citizens and regulators can evaluate disclosed algorithmic information effectively
B. Technology companies never comply with regulations voluntarily
C. Algorithmic systems cannot influence public opinion
D. Innovation depends entirely on secrecy
Question 3
According to critics mentioned in the passage, mandatory disclosure may discourage innovation because it:
A. increases regulatory capacity
B. reduces technical literacy among citizens
C. exposes proprietary technologies to competitors
D. eliminates algorithmic oversight
Question 4
Which of the following, if true, would most weaken the critics’ concern about malicious actors exploiting transparency?
A. Platforms frequently update their recommendation algorithms
B. Citizens rarely use digital platforms for information
C. Governments do not regulate technology companies
D. Competitors lack interest in algorithmic design
Question 5
The passage suggests that transparency requirements may remain symbolic if:
A. regulators possess strong enforcement powers
B. institutional support mechanisms are absent
C. digital literacy increases among citizens
D. companies voluntarily disclose algorithmic processes
Question 6
Which of the following best describes the author’s attitude toward algorithmic transparency?
A. Completely supportive without qualification
B. Entirely dismissive of transparency efforts
C. Supportive but conditional upon institutional capacity
D. Indifferent toward regulatory interventions
Question 7
Which of the following conclusions logically follows from the passage?
A. Transparency guarantees accountability in digital governance
B. Regulatory literacy is irrelevant to transparency outcomes
C. Institutional mechanisms influence the effectiveness of transparency policies
D. Algorithmic disclosure prevents all forms of technological misuse
Solutions with Explanations
Answer 1: B
The passage concludes transparency improves oversight but requires supporting institutional mechanisms to be effective.
Answer 2: A
The argument assumes disclosed information can actually be evaluated meaningfully by citizens and regulators.
Answer 3: C
Critics argue disclosure risks exposing proprietary technologies, discouraging innovation.
Answer 4: A
Frequent algorithm updates reduce the usefulness of disclosed information for manipulation.
Answer 5: B
The passage explicitly states transparency may remain symbolic without institutional support.
Answer 6: C
The author presents transparency as beneficial but dependent on complementary regulatory capacity.
Answer 7: C
Institutional mechanisms clearly influence whether transparency produces meaningful accountability.
