UPSC Key: Bihar Assembly Election 2025, GenAI, and Penal compensatory afforestation

— What does high voter turnout mean?

— The Bihar Assembly election is held in how many phases?

— Who decided the polling phases?

— What are the steps taken by the Election Commission of India to increase voter turnout?

— Who is a voter in India?

— How is the Assembly Election different from the General Election?

— Who was the first Chief Election Commissioner of India?

— What roles were played by Sukumar Sen and T N Seshan in free and fair elections in India?

Key Takeaways:

— In a statement issued here, the Election Commission (EC) said the first phase of the Bihar polls concluded peacefully, with the “highest-ever voter turnout of 64.66 per cent” recorded in the history of the state. A total of 121 constituencies in 18 districts went to polls in the first phase, with an electorate of more than 3.75 crore.

— In a press conference, ADG Kundan Krishnan informs first phase of voting was concluded peacefully barring 2-3 random incidents. He said no firing was reported, and credited the intense checking, patrolling in last one month for the peaceful election.

EXPLAINED: Weather, security threats: Factors that decide number of polling phases

— The 2025 Bihar Assembly elections, which are being held in two phases on November 6 and November 11, are the shortest polls in the state in at least 20 years, with the Election Commission reducing the number of polling phases from four in 2005.

— The EC takes the decision to schedule the elections – when and in how many phases – after taking into account several factors, including the logistics, the weather and other elections that may be due.

— Under the Constitution, the Lok Sabha and Vidhan Sabhas have a five-year term, and the elections to elect a new legislature should be completed before the end of that term. The EC prepares for the elections to a state Assembly or the Lok Sabha well in advance, given that the last date of the term is known five years in advance.

— The EC accounts for other elections due around the same time, to club these together. It also takes into account factors like weather conditions, as well as festivals, holidays and school examinations.

— The EC also accounts for the number of security forces needed to ensure a secure election free of violence. The forces are moved across states during the multiple phases of a Lok Sabha election. For states affected by Left-Wing Extremism or facing other security concerns, a higher number of security personnel is required, splitting the polling into multiple phases.

— Starting from the very first general elections in 1951, the scheduling of polling has been very carefully planned. The first Chief Election Commissioner of India, Sukumar Sen, wrote in his report on the 1951-52 elections that the “polling dates were fixed with due regard to the preparations made, and the climatic and geographical conditions in the various states”.

Do You Know:

— With 173 million electors and 1,874 candidates, the country’s first-ever parliamentary election after independence for 489 seats in the House of the People (Lok Sabha) was conducted by the Election Commission of India (ECI), then barely an year old.

— “Hats off to Sukumar Sen (the first chief election commissioner of India) who did it from scratch and did a good job. The exercise of such a scale was conducted without any prior experience, without any earlier infrastructure,” Former chief election commissioner S Y Quraishi told PTI.

— But during the preparations of the electoral rolls before beginning the exercise, the commission noticed that a large number of women voters had been enrolled in some states “not by their own names” but by the description of the relationship they bore to their male family members (e.g. A’s mother, B’s wife)

— Public awareness was raised and special extension was given to have the actual name of such electors added.

Other Important Articles Covering the same topic:

📍1951-52 elections: How India pulled off the ‘great electoral experiment’

Previous year UPSC Prelims Question Covering similar theme:

(1) Consider the following statements: (UPSC CSE 2017)

1. In the election for Lok Sabha or State Assembly, the winning candidate must get at least 50 percent of the votes polled, to be declared elected.

2. According to the provisions laid down in the Constitution of India, in Lok Sabha, the Speaker’s post goes to the majority party and the Deputy Speaker’s to the Opposition.

Which of the statements given above is/are correct?

(a) 1 only

(b) 2 only

(c) Both 1 and 2

(d) Neither 1 nor 2

Previous year UPSC Mains Question Covering similar theme:

‘Simultaneous election to the Lok Sabha and the State Assemblies will limit the amount of time and money spent in electioneering but it will reduce the government’s accountability to the people’ Discuss. (UPSC CSE 2017)

Not just PMLA, UAPA, give reason for arrest in all offences, says SC

Syllabus:

Preliminary Examination: Indian Polity and Governance – Constitution, Political System, Panchayati Raj, Public Policy, Rights Issues

Mains Examination: General Studies-II: Constitution of India —historical underpinnings, evolution, features, amendments, significant provisions and basic structure.

What’s the ongoing story: In an important judgment with a bearing on personal liberty, the Supreme Court ruled Thursday that the requirement of furnishing grounds of arrest to a person placed under arrest will apply even to offences under the Indian Penal Code and Bharatiya Nyaya Sanhita (BNS) and not just offences under special statutes like the Prevention of Money Laundering Act, 2002 (PMLA) and Unlawful Activities (Prevention) Act, 1967 (UAPA).

— What is PMLA and UAPA?

— How does the constitution protect personal liberty?

— What are the provisions of Article 21 and 22?

— How is an arrest declared illegal?

— What are the important judgments of the Supreme Court on illegal detention?

— What is preventive detention?

Key Takeaways:

— The bench of Chief Justice of India B R Gavai and A G Masih said, “The constitutional mandate of informing the arrestee the grounds of arrest is mandatory in all offences under all statutes including offences under IPC 1860 (now BNS 2023).”

— “The requirement of informing the arrested person the grounds of arrest, in the light of and under Article 22 (1) (Protection against arrest and detention in certain cases) of the Constitution of India, is not a mere formality but a mandatory binding constitutional safeguard which has been included in Part III of the Constitution under the head of Fundamental Rights,” the bench said.

— The ruling came on appeals arising out of the arrest of the accused in the BMW hit-and-run case in Worli in July 2024. The accused contended that their arrest was illegal since the grounds of arrest were not supplied to them. The Bombay High Court upheld their arrest following which they approached the Supreme Court.

— Granting bail to the accused, the Supreme Court decided not to go into the merits of the case but only to examine the questions of law including the necessity of furnishing the grounds of arrest to the accused in IPC/BNS offences.

— Answering the questions, the bench said, “The genesis of informing the grounds of arrest to a person flows from the Constitutional safeguard provided in Article 21 of the Constitution of India, which reads ‘No person shall be deprived of his life or personal liberty except according to procedure established by law’.”

— Article 22 (1) “further strengthens” this “by providing that a person arrested must be informed of the grounds of his arrest at the earliest and should not be detained without informing him of such grounds”

Do You Know:

— Article 21 of the Constitution of India guarantees the fundamental right to protection of life and personal liberty. It ensures certain safeguards against arbitrary deprivation of life and liberty

Other Important Articles Covering the same topic:

📍Preventive detention by routine exercise of powers must be nipped in bud: Supreme Court

📍‘Not just a formality’: Failure to inform grounds of arrest will make it illegal, rules Supreme Court

UPSC Prelims Practice Question Covering similar theme:

(2) With reference to the preventive detention, consider the following statements:

1. It means detention of a person by the state without trial and conviction by court, but merely on suspicion.

2. Article 22 prescribes protection against arrest and detention but has a major exception.

3. Detention period up to the period of one year does not require the approval of an Advisory Board.

How many of the statements given above are correct?

(a) Only one

(b) Only two

(c) All three

(d) None

Red flags in Govt: Can GenAI models track prompts of officials, leverage citizens’ data?

Syllabus:

Preliminary Examination: Current events of national and international importance.

Mains Examination: General Studies-II: Government policies and interventions for development in various sectors and issues arising out of their design and implementation.

What’s the ongoing story: What happens when a government officer uploads an internal note to an AI chatbot for a quick summary? When a police department asks an AI assistant to optimise CCTVs across a city? Or when a policymaker uses a conversational model to draft an inter-ministerial brief? Can the AI system analyse such prompts at scale, identify the user, infer their role, draw patterns across queries and predict strategic intent?

— What is GenAI?

— How is the government utilising GenAI in governance and polity?

— What are data privacy concerns related to its use?

— Is indigenous AI model a solution to data privacy concerns?

— What are the steps taken by the government to enhance data privacy?

— What is the India AI Mission?

Key Takeaways:

— These questions are being debated in sections of the Union government, The Indian Express has learnt, amid growing concern about the rapid proliferation of generative AI (GenAI) platforms in India, especially those run by foreign firms, often bundled as free services with telecom subscriptions.

— Senior officials say the core issue is not only data privacy but inference risk: whether these systems can derive sensitive insights indirectly from users’ behaviour, relationships, and search patterns.

— Two broad areas are under discussion. First, whether queries made by top functionaries — senior bureaucrats, policy advisers, scientists, corporate leaders and influential academics — could be mapped to identify priorities, timelines, or weaknesses.

— Second, whether anonymised mass usage data from millions of Indian users could help global firms.

— In February, the Finance Ministry directed its employees to “strictly” avoid use of such tools “like ChatGPT and DeepSeek” in office computers and devices over concerns pertaining to confidentiality of official documents and data.

— The concerns come at a time when India is funding the development of indigenous large language models (LLMs) under its Rs 10,370-crore India AI Mission. At least 12 LLMs and smaller domain-specific models are being developed with government support. One of these, led by Bengaluru-based start-up Sarvam, is expected to roll out by year-end, targeting governance and public sector use cases.

— Last month, in a meeting with top Secretaries, the Prime Minister is understood to have flagged the need for domestic digital platforms in communication and knowledge ecosystems, not just in payments and identity.

Do You Know:

— Like other forms of artificial intelligence, generative AI learns how to take actions from past data. It creates brand new content – a text, an image, even computer code – based on that training, instead of simply categorizing or identifying data like other AI.

— Generative AI platforms can draw deeper inferences about users from their prompts because every input reveals intent, tone, preferences, and context in real time. Besides, some AI companies have signed distribution deals with telecom operators and their free subscription is usually linked to phone numbers.

— The IndiaAI Mission seeks to create a comprehensive ecosystem that encourages AI innovation by democratising computing access, improving data quality, developing indigenous AI capabilities, attracting top AI talent, facilitating industry collaboration, providing startup risk capital, ensuring socially impactful AI projects, and promoting ethical AI.

Other Important Articles Covering the same topic:

📍Knowledge Nugget | Sarvam and IndiaAI Mission: All you need to know for UPSC Exam

📍Finance Ministry directs officers not to use AI models like ChatGPT, DeepSeek flagging data risk concerns

Previous year UPSC Prelims Question Covering similar theme:

(3) With the present state of development, Artificial Intelligence can effectively do which of the following? (UPSC CSE 2020)

1. Bring down electricity consumption in industrial units

2. Create meaningful short stories and songs

3. Disease diagnosis

4. Text-to-Speech Conversion

5. Wireless transmission of electrical energy

Select the correct answer using the code given below:

(a) 1, 2, 3 and 5 only

(b) 1, 3 and 4 only

(c) 2, 4 and 5 only

(d) 1, 2, 3, 4 and 5

EXPLAINED

Has Bihar’s growth caught up with the rest of India?

Syllabus:

Preliminary Examination: Current events of national and international importance

Mains Examination: General Studies-III: Indian Economy and issues relating to planning, mobilisation of resources, growth, development and employment.

What’s the ongoing story: As Bihar, which, at the time of the last Census in 2011, was the third most populous state in India, goes for yet another Assembly election, the big macroeconomic question is: Has the state’s growth trajectory bridged the gap between itself and the rest of India?

— What are the challenges facing Bihar’s economy?

— What are the areas/sectors that need improvement in Bihar?

— What is the significance of the manufacturing sector for the growth of the economy?

— What is the Net State Domestic Product?

— Why is Bihar’s economic growth important to achieve the aim of Vikshit Bharat?

Key Takeaways:

— There are two diametrically opposite views about Bihar. One, that it was and continues to be a basket case when it comes to economic development. Two, that Bihar’s image does not do justice to the economic resurgence it has staged in the recent past.

— In trying to understand how Bihar has performed, it is important to note not just where Bihar stands today in absolute level of economic output (or any other variable) but also to figure out what is the pace at which the state is improving. Is it, for instance, catching up with Maharashtra/Punjab/Gujarat? Is it lagging behind states like UP and West Bengal?

— For the purposes of this analysis, we have compared Bihar with a selection of six states — Maharashtra, Punjab, Kerala, Gujarat, UP and West Bengal.

— Bihar’s real GSDP or total real economic output (after taking away the effect of inflation) has grown from Rs 2.47 lakh crore in 2011-12 to Rs 4.64 lakh crore in 2023-24. By itself, that means Bihar’s output nearly doubled over this period of 12 years.

— If other states grow their total output at a faster clip, Bihar, despite an increased economy, would find itself a laggard.

— The first column shows how many times was the GSDP of each of the six states relative to Bihar’s GSDP in 2011-12.

— For instance, Maharashtra’s GSDP was 5.18 times that of Bihar’s. If this ratio, stated in the second column, comes down then it implies that Bihar has not only grown on its own but also bridged the gap with these states.

— The next key variable to consider is the average economic output in these states and how Bihar’s level and growth performed relative to them.

— TABLE 2 again shows how per capita output has increased in absolute terms — Rs 21,750 to Rs 32,174. In terms of per capita output, Bihar’s growth was not fast enough and the gap between Bihar and the rest of these states actually widened, as evidenced by the increasing ratios.

— In 2011-12, Kerala’s per capita economic output was 4.5 times that of Bihar’s but 12 years later, it was more than 5 times that of Bihar. In other words, an average Bihar resident is worse-off (compared to residents in any of these states) in 2023-24 relative to where he or she stood in 2011-12.

— Boosting the contribution of the manufacturing sector in any region’s economic output has been a key concern for all policymakers. That’s because a fast growing manufacturing sector often provides the best chance to create lots of jobs for the local population.

— TABLE 3 looks at real (that is, after taking away the effect of inflation) value added by the manufacturing sector to the state’s economic output.

— In 2011-12, Bihar’s manufacturing sector value-added Rs 12,681 crore and by 2023-24, this contribution had grown to Rs 31,110 crore.

— While Bihar has improved in absolute terms, these numbers, by themselves, are just a fraction of the values in some of the more prosperous states.

— Bihar’s overall base of economic activity is small, as such, its growth rates can often flatter to deceive. Seen in isolation Bihar can give an impression that the state is registering fast economic growth rates but, as shown in this analysis, it is still possible for Bihar to fail to bridge the gap with other states.

— Even when Bihar seems to do very well relative to other states — for instance, manufacturing value added — data could prove to be misleading. It may be pointing to a sharp deceleration in other states instead of Bihar catching up with them.

Do You Know:

— N.K. Singh writes: Bihar has a unique opportunity to leapfrog traditional development typologies. Its vast migrant population is an asset. Nearly 73,000 workers moved abroad in 2023, and roughly 7.2 per cent of its population resides in other Indian states.

— Remittances fill gaps left by insufficient domestic job creation. More than half of all households rely on income earned elsewhere. This is a demographic paradox. Bihar supplies labour to the world, yet struggles to convert that human capital into domestic productivity.

— Many economies have transformed remittance flows into investment capital. Bihar can cultivate much stronger linkages with its global diaspora. An institutional mechanism, which incentivises remittances, will help direct that capital to supporting education, entrepreneurship, and capital-creating assets. The right policy matrix could attract capital flows to support this development engine.

Other Important Articles Covering the same topic:

📍Bihar’s economy has turned around. Now, invest in people, institutions 

Previous year UPSC Mains Question Covering similar theme:

Explain how the Fiscal Health Index (FHI) can be used as a tool for assessing the fiscal performance of states in India. In what way would it encourage the states to adopt prudent and sustainable fiscal policies? (UPSC CSE 2025)

 

POLITICS

Panel backs uniform penalty for Forest Act violations

Syllabus:

Preliminary Examination: Current events of national and international importance

Mains Examination: General Studies-II: Government policies and interventions for development in various sectors and issues arising out of their design and implementation

General Studies-III: Conservation, environmental pollution and degradation, environmental impact assessment

What’s the ongoing story: The Union Environment Ministry’s Forest Advisory Committee (FAC), which scrutinises proposals for the diversion of forest land for non-forestry activity, has recommended rationalisation and uniformity in penal provisions levied over the violation of Van (Sanrakshan Evam Samvardhan) Adhiniyam, 1980. The expert panel has said that penal compensatory afforestation shall be charged on an equal extent of the forest land involved in the cases of violation.

— What is Van (Sanrakshan Evam Samvardhan) Adhiniyam, 1980?

— What is compensatory afforestation?

— What is the role and function of FAC?

— What is the rationale for introducing compensatory afforestation?

— What is the role and function of the Compensatory Afforestation Fund Management and Planning Authority (CAMPA)?

Key Takeaways:

— The Van Adhiniyam (formerly Forest Conservation Act, 1980) is considered to be violated when forest land is permitted for “de-reservation, non-forest use, lease, or clear felling” without prior approval of the Centre under the law.

— The FAC recommended penal compensatory afforestation in addition to penal provisions provided in the Van Adhiniyam Rules, 2023, as per the minutes of its October 28 meeting.

— Penal compensatory afforestation refers to restoration efforts which are ordered in addition to the legally mandated compensatory afforestation for non-forestry use of forest land for infrastructure projects, industries.

— Under the rules, a penal net present value (NPV) of up to five times is levied in relation to the forest area that is used in contravention of the law. NPV is the quantification of the environmental services provided for the forest area diverted for non-forestry purposes.

— Even as the practice of stipulating penal compensatory afforestation was largely discontinued after detailed guidelines on monetary penalties were introduced, it was still ordered on a case-to-case basis, the FAC noted.

— In cases where the state government was convinced that provisions of the law were violated, the FAC recommended that a detailed report should be sent to the regional office or ministry headquarters along with details of persons who allowed the offence and action taken under the law.

Do You Know:

— The simple principle that works in compensatory afforestation is that since forests are an important natural resource and render a variety of ecological services, they must not be destroyed. However, because of developmental or industrial requirements, forests are routinely cut, or, as it is said in official language, “diverted for non-forest purposes”.

— But since afforested land does not become a forest overnight, there is still a loss of the goods and services that the diverted forest would have provided in the interim period. These goods and services include timber, bamboo, fuelwood, carbon sequestration, soil conservation, water recharge, and seed dispersal.

— Afforested land is expected to take no less than 50 years to start delivering comparable goods and services. To compensate for the loss in the interim, the law requires that the Net Present Value (NPV) of the diverted forest is calculated for a period of 50 years, and recovered from the “user agency” that is “diverting” the forests.

Other Important Articles Covering the same topic:

📍Knowledge Nugget: What UPSC aspirants must know about ‘CAMPA’ and compensatory afforestation

Previous year UPSC Prelims Question Covering similar theme:

(4) Consider the following statements: (UPSC CSE 2019)

1. As per law, the Compensatory Afforestation Fund Management and Planning Authority exists at both National and State levels.

2. People’s participation is mandatory in the compensatory afforestation programmes carried out under the Compensatory Afforestation Fund Act, 2016.

Which of the statements given above is/are correct?

(a) 1 only 

(b) 2 only

(c) Both 1 and 2

(d) Neither 1 nor 2

ALSO IN NEWS

Why 8th Central Pay Commission needs better inflation measurement

Late last month, two key decisions were announced by the government. First, on October 28, the terms of reference of the 8th Central Pay Commission (CPC) were approved by the Union Cabinet, with the Commission given 18 months to submit its recommendations. Two days later, the Statistics Ministry released a discussion paper seeking feedback on the changes it wants to make in how housing inflation is calculated as part of the exercise to revamp the Consumer Price Index (CPI). To measure inflation for housing — which has a weight of 10.07 per cent in the current CPI basket — the Statistics Ministry surveys more than 13,000 homes across over 300 towns. Of these, more than an eighth are homes given by the Central and state governments and public sector undertakings (PSUs) to their employees. And this is where the problem starts, for MoSPI uses the House Rent Allowance (HRA) foregone by those living in these homes — along with a small licence fee that is paid — as a substitute for the rent that they pay to calculate housing inflation. HRA does not depend on demand and supply but the person occupying the house. If one government or PSU staff­er leaves the house surveyed by MoSPI and is replaced by a somewhat junior employee, the HRA reduces, leading to a fall in inflation — even though nothing has changed, apart from the occupant.

 

PRELIMS ANSWER KEY

1. (d)  2. (b)  3. (b)   4. (a)

Subscribe to our UPSC newsletter. Stay updated with the latest UPSC articles by joining our Telegram channel – IndianExpress UPSC Hub, and follow us on Instagram and X.

🚨 Click Here to read the UPSC Essentials magazine for October 2025. Share your views and suggestions in the comment box or at manas.srivastava@indianexpress.com🚨