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  • Agri Ministry questions Global Hunger reports’ methodology

    Union Minister of State for Agriculture has questioned the methodology and data accuracy of the Global Hunger Index (GHI) report, which has placed India at 94th (out of 107 countries) rank in 2020.

    About GHI

    • GHI is a peer-reviewed annual report, jointly published by Concern Worldwide, an Ireland-based humanitarian group, and Welthungerhilfe, a Germany-based NGO.
    • It is designed to comprehensively measure and track hunger at the global, regional, and country levels.
    • It says the aim of publishing the report is to trigger action to reduce hunger around the world.
    • According to the GHI website, the data for the indicators come from the United Nations and other multilateral agencies, including the World Health Organisation and the World Bank.

    Various indicators used

    1. UNDERNOURISHMENT: the share of the population that is undernourished (that is, whose caloric intake is insufficient);
    2. CHILD WASTING: the share of children under the age of five who are wasted (that is, who have low weight for their height, reflecting acute undernutrition);
    3. CHILD STUNTING: the share of children under the age of five who are stunted (that is, who have low height for their age, reflecting chronic undernutrition); and
    4. CHILD MORTALITY: the mortality rate of children under the age of five (in part, a reflection of the fatal mix of inadequate nutrition and unhealthy environments).

    What is the concern?

    • India was ranked below countries such as Nepal, Bangladesh and Myanmar when it was among the top 10 food-producing countries in the world.

    Actual scenario

    • The Comprehensive National Nutrition Survey (CNNS) compiled in 2017-18 showed an improvement of 4%, 3.7% and 2.3% in wasted, stunted and malnourished children respectively.
    • The first-ever CNNS was commissioned by the government in 2016 and was conducted from 2016-18, led by the Union Health Ministry, in collaboration with the UNICEF.
    • The findings were published in 2019. CNNS includes only nutrition data, whereas NFHS encompasses overall health indicators.

  • New Vehicle Scrappage Policy

    Auto majors have welcomed the new vehicle scrappage policy rolled out by Union Minister for Road Transport and Highways, saying it would encourage people to replace old vehicles while boosting the sector.

    Under the policy, those choosing to voluntarily scrap their old vehicles will get financial incentives from the government and the automaker.

    Vehicle Scrappage Policy: Key Highlights

    • Personal vehicles older than 20 years and commercial vehicles older than 15 years will have to undergo a fitness test at the government registered ‘Automated Fitness Centres’.
    • Vehicles that fail to pass the test will be declared as ‘end-of-life vehicles’, which would mean that the vehicle would have to be recycled.
    • This will pave the way for older vehicles to be scrapped.
    • In case, the vehicles pass the test, owners will have to pay a hefty fee for re-registration.
    • According to the new policy, the re-registration fee would be hiked around eight times for personal vehicles, and around 20 times for commercial vehicles.

    What Are Automated Fitness Centres?

    • Every vehicle will have to go under a mandatory fitness test at the automated fitness centres.
    • The government aims to have at least 718 centres across the country.
    • These centres will test the vehicle’s emission, and braking and other safety components as prescribed by Central Motor Vehicle Rules, 1989.
    • Appointments to these centres will have to be booked online and the fitness report will be electronically generated.

    Change in Fee Structure

    • The government has increased the fee for renewal and grant of fitness certificate of older vehicles up to 20 times.
    • Here is the new fee structure for personal vehicles older than 15 years:
    1. Two-wheelers – Rs 1,000
    2. Three-wheeler/quadricycles – Rs 3,500
    3. Cars – Rs 7,500

    (Do not worry about the data. It is the state PSCs which may ask such information)

    For commercial vehicles:

    1. Passenger motor vehicles – Rs 10,000
    2. Heavy goods/large motor vehicles – Rs 12,500

    Benefits for buyers

    • In case you decide to scrap your old vehicle at the registered scrapping centres, you will get approximately 4-6 per cent of the value of the vehicle’s ex-showroom price.
    • The ex-showroom price is the cost of the vehicle, excluding the charges paid for registering the vehicle at RTO and insurance.
    • Moreover, if you buy a new vehicle you will be given a flat 5 per cent discount on presenting a scrapping certificate.
    • Registration fees will also be waived on the purchase of a new vehicle.

    Obtaining a Scrapping Certificate

    • Old vehicle owners will be able to formally scrap their registered vehicles at the automated scrapping centres.
    • These centres will be linked with the Vahan database of the transport ministry.
    • After you scrap your vehicle with the government registered agency, you will be provided with the scrapping certificate.
    • You will then be eligible for the benefits proposed under the scheme.

    Implementation

    Tentative timeline for the new rules:

    • Rules for fitness tests and government scrapping centres to come into effect – 1 October 2021
    • The scrapping of government and PSU vehicles above 15 years of age to start – 1 April 2022
    • Fitness testing for heavy commercial vehicles – 1 April 2023

  • How did inflation targeting really impact India?

    The article analyses the success of the inflation targeting mechanism in India and its impact on the growth of the economy.

    Background of the inflation targeting policy in India

    • It has been three decades since inflation targeting was first adopted in New Zealand and subsequently by 33 other countries.
    • India adopted it in 2016.
    • The primary goal of inflation targeting was to contain inflation at around 4 per cent, within the allowable range of 2 to 6 per cent.
    • The RBI has announced a formal review of the policy instrument now.
    • At the first meeting of the RBI Monetary Policy Committee in October 2016, it was also formally announced that the MPC considered a real repo rate of 1.25 per cent as the neutral real policy rate for the Indian economy.
    • By a neutral real policy rate, the RBI meant a policy rate consistent with growth at potential (i.e. growth at full employment).

    Has inflation targeting worked in India

    • The evaluation of IT must provide answers to the following two questions:
    • Did inflation decline post the adoption of inflation targeting and what was the role of IT in the decline in inflation?
    • Was the adoption of inflation targeting associated with the policy of the highest real repo rates in India — ever — for almost three years 2017-2019?
    • The answer is yes to the latter, but it also needs to be acknowledged that high real repo rates were the primary cause of the GDP growth decline in India from 8 per cent to 5 per cent.

    Need to take into account the global context of inflation

    • An interesting feature of the Indian defence of inflation targeting is that very few take into account the global context of inflation in which the decline in inflation has occurred in India.
    • A research paper by Balasubramanian, Bhalla, Bhasin and Loungani at ORF evaluates inflation targeting in a global context and separately for Advanced Economies (AEs) and Emerging Economies (EES).
    • Some facts from the paper are the following.
    • First, the annual median inflation in AEs has been consistently low, so low that many central banks have official campaigns to raise the inflation rate.
    • One conclusion might be that IT succeeded beyond anyone’s dreams in these economies.
    • But attributing this decline in inflation to IT would be erroneous.
    • Inflation is global and price-taking by millions of producers in the world means that no one producer or one country can influence the price of any item.
    • Oil has ceased to be a factor in global inflation, at least post the mid-1980s.
    • The lowest inflation in Indian history occurred during 1999-2005, averaged only 3.9 per cent.
    • The average median rate among EM targetters during 2000-04 was 4 per cent, and among the non-targeting countries was 3.8 per cent.

    Did fiscal deficit play role in inflation targeting

    • In 2003, India passed the FRBM act to control fiscal deficits and inflation.
    • There is precious little evidence, either domestically or internationally, about fiscal deficits affecting inflation.
    • For three consecutive years preceding the FRBM announcement, the consolidated Centre plus state deficits registered 10.9 per cent(in 2001), 10.4 and 10.9 per cent.
    • For the seven-year 1999-2005 period, consolidated fiscal deficits averaged 9.4 per cent of GDP.
    • Yet, that these years represented the golden period of Indian inflation — without FRBM and without IT.

    Cost of inflation targeting in India

    • There are also costs to inflation targeting in India.
    • It led to higher real policy rates, in the mistaken belief that high policy rates affect the price of food, oil, or anything else.
    • But high real rates affect economic growth, by affecting the cost of domestic capital in this ultra-competitive world.
    • It is very likely not a coincidence that potential GDP growth, as acknowledged by RBI, was reached just before the MPC took over decision making in September 2016. 
    •  Since then there was a steady increase in real policy rates, and a steady decline in GDP growth.

    Consider the question “How far has the inflation targeting mechanism been successful in India? Give reasons in support of your argument.” 

    Conclusion

    So, in the inflation targeting mechanism has not been successful in containing the inflation though there had a cost associated with it which we paid in the form of growth.

  • Jharkhand’s SAAMAR campaign to fight malnutrition

    The Jharkhand government has announced the launch of the SAAMAR campaign to tackle malnutrition in the state.

    We can expect an MCQ like:

    Q.SAAMAR campaign sometimes seen in news is related to:

    () Bovine health

    () Mother and Child Health

    () Non-communicable diseases

    () None of these

    SAAMAR

    • SAAMAR is an acronym for Strategic Action for Alleviation of Malnutrition and Anemia Reduction.
    • The campaign aims to identify anaemic women and malnourished children and converge various departments to effectively deal with the problem in a state where malnutrition has been a major problem.
    • Every second child in the state is stunted and underweight and every third child is affected by stunting and every 10th child is affected by severe wasting and around 70% of children are anaemic NFHS-4 data.

    Features of the scheme

    • Although existing schemes are there, seeing the current situation, the intervention was required with a ‘different approach to reduce malnutrition.
    • SAAMAR has been launched with a 1000 days target, under which annual surveys will be conducted to track the progress.
    • It talks of convergence of various departments such as the Rural Development Department and Food and Civil Supplies and engagement with school management committees, gram sabhas among others and making them aware of nutritional behaviour.
    • Most importantly, the campaign, as per the note, also tries to target Primarily Vulnerable Tribal Groups.

    Outlined strategy under the scheme

    • To tackle severe acute malnutrition children, every Anganwadi Centres will be engaged to identify these children and subsequently will be treated at the Malnutrition Treatment Centres.
    • In the same process, the anaemic women will also be listed and will be referred to health centres in serious cases.
    • All of these will be done by measuring Mid-Upper Arm Circumference (MUAC) of women and children through MUAC tapes and Edema levels.
    • Angawadi’s Sahayia and Sevika will take them to the nearest Health Centre where they will be checked again and then registered on the portal of State Nutrition Mission.

    Why need such a scheme?

    • The state government runs various schemes under Child Development Schemes, National Nutrition Mission among others to deal with the situation, but it is not enough.
    • Dealing with malnutrition in the state monitoring has been an important concern due to the lack of doctors or health care workers.

  • Places on PM Modi’s Bangladesh Visit

    PM Modi will be on a two-day visit to Bangladesh where he will take part in commemorations of some epochal events there.

    Bangabandhu shrine in Tungipara

    • Located about 420 kilometres from Dhaka, Tungipara was the place of birth of Rahman, the architect of the 1971 Bangladesh War of Independence.
    • This is also the place where he lies buried inside a grand tomb called the ‘Bangabandhu mausoleum’.
    • Millions of people gather here every year on August 15, to observe the day when Rahman was assassinated by a group of disgruntled army officers.

    Harichand Thakur’s shrine in Orakandi

    • Thakur was the founder of the Matua Mahasangha, which was a religious reformation movement that originated in Orakandi in about 1860 CE.
    • At a very early age, Thakur experienced spiritual revelation, following which he founded a sect of Vaishnava Hinduism called Matua.
    • Members of the sect were the namasudras who were considered to be untouchables.
    • The objective of Thakur’s religious reform was to uplift the community through educational and other social initiatives.
    • Members of the community consider Thakur as God and an avatar of Vishnu or Krishna.
    • After the 1947 Partition, many of the Matuas migrated to West Bengal.

    ‘Sugandha Shaktipith’ (Satipith) temple in Shikarpur

    • Modi is also scheduled to visit the Sugandha Shaktipeeth which is located in Shikarpur, close to Barisal.
    • The temple, dedicated to Goddess Sunanda is of immense religious significance to Hinduism.
    • It is one of the 51 Shakti Pith temples.
    • The Shakti Pith shrines are pilgrimage destinations associated with the Shakti (Goddess worship) sect of Hinduism.

    Rabindra Kuthi Bari in Kushtia

    • The Kuthi Bari is a country house built by Dwarkanath Tagore, the grandfather of Nobel laureate and Bengali poetic giant Rabindranath Tagore.
    • The latter stayed in the house for over a decade in irregular intervals between 1891 and 1901.
    • In this house Tagore composed some of his masterpieces like Sonar Tari, Katha o Kahini, Chaitali etc. He also wrote a large number of songs and poems for Gitanjali here.
    • It was also in this house that Tagore began translating the Gitanjali to English in 1912, for which he was awarded the Nobel Prize in Literature.

    Ancestral home of Bagha Jatin in Kushtia

    • Jatindranath Mukherjee, better known as ‘Bagha Jatin’ (tiger Jatin) was a revolutionary freedom fighter.
    • He was born in Kayagram, a village in Kushtia district, where his ancestral home is located.
    • Jatin acquired the epithet ‘Bagha’ after he fought a Royal Bengal Tiger all by himself and killed it with a dagger.
    • Jatin was the first commander-in-chief of the ‘Jugantar Party’ which was formed in 1906 as a central association dedicated to train revolutionary freedom fighters in Bengal.
    • This was the period when Bengal was seething with nationalist furore against Lord Curzon’s declaration of Partition of the province.
    • Inspired by Jatin’s clarion call, “amra morbo, jagat jagbe” (we shall die to awaken the nation), many young revolutionaries joined the brand of the freedom struggle that the Jugantar Party represented.

    His legend:

    • Jatin is most remembered for an armed encounter he engaged in with the British police at Balasore in Orissa.
    • They were expecting a consignment of arms and funds from Germany to lead an armed struggle when the British found out about the plot and raided the spot where the revolutionaries were hiding. A
    • lthough Jatin lost his life in the Battle of Balasore, his activities did have an impact on the British forces.
    • The colonial police officer Charles Augustus Tegart wrote about Jatin: “If Bagha Jatin was an Englishman, then the English people would have built his statue next to Nelson’s at Trafalgar Square.”

  • [pib] US India Artificial Intelligence (USIAI) Initiative

    The US India Artificial Intelligence (USIAI) Initiative was recently launched.

    USIAI Initiative

    • This initiative focuses on AI cooperation in critical areas that are priorities for both countries.
    • It has been launched by the Indo-U.S. Science and Technology Forum (IUSSTF).
    • The IUSSTF is a bilateral organisation funded by the Department of Science & Technology (DST), the GOI and the U.S. Department of States.
    • USIAI will serve as a platform to discuss opportunities, challenges, and barriers for bilateral AI R&D collaboration, enable AI innovation, help share ideas for developing an AI workforce etc.
    • AI R&D is being promoted and implemented in the country through a network of 25 technology hubs working as a triple helix set up under the National Mission on Interdisciplinary Cyber-Physical Systems (NM-ICPS).

    Back2Basics: Artificial intelligence (AI)

    • Artificial intelligence (AI) refers to the simulation of human intelligence in machines that are programmed to think like humans and mimic their actions.
    • The term may also be applied to any machine that exhibits traits associated with a human mind such as learning and problem-solving.
    • The ideal characteristic of artificial intelligence is its ability to rationalize and take actions that have the best chance of achieving a specific goal.
    • A subset of artificial intelligence is machine learning, which refers to the concept that computer programs can automatically learn from and adapt to new data without being assisted by humans.
    • Deep learning techniques enable this automatic learning through the absorption of huge amounts of unstructured data such as text, images, or video.

  • Induction of INS Dhruv

    India Navy is set to commission INS Dhruv to track satellites, strategic missiles and map the Indian Ocean bed later this year.

    INS Dhruv is no ordinary vessel for the Indian Navy. Read its stealth capabilities and utilities.

    INS Dhruv

    • INS Dhruv has been developed with the help of the DRDO and Indian Navy with India’s Strategic Force Command and National Technical Research Organisation (NTRO) as main intelligence consumers.
    • The indigenously-developed surveillance ship has been built by Hindustan Shipyard Ltd at its Visakhapatnam facility under the Atma Nirbhar Bharat Abhiyan initiative.
    • The 15,000-tonne ship, part of a classified project, will not only create maritime domain awareness for India in the Indian Ocean but also act as an early warning system for adversary missiles headed towards India.

    Stealth capabilities

    • INS Dhruv is equipped with active electronically scanned array radars, or AESA considered a game-changer in radar technology.
    • It can scan various spectrums to monitor satellites of adversaries that are watching over India.
    • It can also understand the range and true missile capability of adversary nations that it finds in the Indo-Pacific.

    Benefits offered

    • Once the vessel is commissioned, India will be the only country outside the P-5 – the US, the UK, China, Russia and France – to have this capability
    • It will act as a major force multiplier to India’s ocean surveillance capabilities.
    • It will be able to provide the Indian Navy with an “ECG of the Indian Ocean”.

  • [pib] Coalition for Disaster resilient Infrastructure (CDRI)

    The Prime Minister has recently addressed the third edition of the annual conference of the Coalition for Disaster resilient Infrastructure (CDRI).

    What is CDRI?

    • The CDRI is an international coalition of countries, UN agencies, multilateral development banks, the private sector, and academic institutions that aim to promote disaster-resilient infrastructure.
    • Its objective is to promote research and knowledge sharing in the fields of infrastructure risk management, standards, financing, and recovery mechanisms.
    • It was launched by the Indian PM Narendra Modi at the 2019 UN Climate Action Summit in September 2019.
    • CDRI’s initial focus is on developing disaster-resilience in ecological, social, and economic infrastructure.
    • It aims to achieve substantial changes in member countries’ policy frameworks and future infrastructure investments, along with a major decrease in the economic losses suffered due to disasters.

    Try this PYQ:

    Q.Consider the following statements:

    1. Climate and Clean Air Coalition (CCAC) to Reduce Short Lived Climate Pollutants is a unique initiative of G20 group of countries
    2. The CCAC focuses on methane, black carbon and hydrofluorocarbons.

    Which of the above statements is/are correct?

    (a) 1 only

    (b) 2 only

    (c) Both 1 and 2

    (d) Neither 1 nor 2

    Its inception

    • PM Modi’s experience in dealing with the aftermath of the 2001 Gujarat earthquake” as the chief minister led him to the idea.
    • The CDRI was later conceptualized in the first and second edition of the International Workshop on Disaster Resilient Infrastructure (IWDRI) in 2018-19.
    • It was organized by the National Disaster Management Authority (NDMA), in partnership with the UN Office for Disaster Risk Reduction (UNDRR), the UN Development Programme, the World Bank, and the Global Commission on Adaptation.

    Its diplomatic significance

    • The CDRI is the second major coalition launched by India outside of the UN, the first being the International Solar Alliance.
    • Both of them are seen as India’s attempts to obtain a global leadership role in climate change matters and were termed as part of India’s stronger branding.
    • India can use the CDRI to provide a safer alternative to China’s Belt and Road Initiative (BRI) as well.

  • State budgets belies the hopes of public-spending-led recovery

    The article highlights the trends emerging from the State budgets which dashes the hopes of public-spending led economic recovery.

    State-level budget trends

    • Over the past few weeks, several state governments have presented their budgets for the financial year 2021-22.
    • The states, put together, account for a larger share of general government spending than the Centre.
    • States’ spending stance is pivotal to the hopes of a government spending-led economic recovery.

    5 Broad trends from the state budgets

    • The broad state-level budget trends are based on 11 states that account for a little over 60 per cent of India’s GDP.

    1) Offsetting the additional spending by Centre

    • There is a collapse in states’ revenues and transfers from the Centre.
    • Along with it, there is a “reluctance” among some states to borrow more to spend.
    • Thus, the aggregate level spending by these states in 2020-21 will end up being lower than what they had budgeted for before the onset of the pandemic.
    • The revised estimates peg their total expenditure to decline by around 6 per cent in 2020-21 from their budget estimates.
    • If these trends were to hold for the other states as well, then it would imply that the additional spending by the central government, over and above its budget estimate is likely to be offset by the decline in spending by states.

    2) From revenue surplus to revenue deficit

    • This year, states which typically run revenue surpluses will run revenue deficits.
    • The collapse in revenues meant that states that usually borrow to finance capital expenditure have had to borrow to finance their recurring expenditure (revenue expenditure) as well.
    • As a consequence, capital spending by states has been cut sharply.
    • States, though, expect the situation to reverse in the coming fiscal year, with most projecting a return to revenue surpluses even as the Centre will continue to run revenue deficits.
    • This anomaly is unlikely to be resolved unless the root cause of the situation — the nature of the fiscal compact between the Centre and the states — is addressed.

    3) Reluctance by states to borrow

    • The Centre had raised the ceiling on their market borrowings from 3 to 5 per cent of GSDP.
    • Of this 2 percentage point increase in the borrowing limit, part was unconditional while the remaining was subject to fulfilling Centre-mandated reforms.
    • As per ICRA’s estimate, 17 states qualified based on the One Nation One Ration Card reforms, 15 qualified based on the ease of doing business reforms, seven partially completed power sector reforms, while six had completed the urban local body reforms.
    • But, it is only the low-income states of Bihar, Rajasthan and Madhya Pradesh with already stretched finances that seem to have availed the additional borrowing space.
    • The high-income states of Gujarat, Maharashtra and Karnataka, all of whom had greater fiscal headroom going to the crisis, and were better placed to borrow more and spend, have not done so.

    4) Aggressive fiscal consolidation

    • As is the case with the Centre, states have, remarkably, budgeted for aggressive fiscal consolidation next year.
    • The average fiscal deficit across these states is expected to fall by more than 1 percentage point of GSDP, more than twice the decline recommended by the 15th finance commission.

    5) Ambitious revenue assumptions

    • The aggressive consolidation next year is expected to be achieved not by expenditure compression, as is the case with the Centre, but by significant revenue enhancement.
    • However, some revenue assumptions are quite ambitious, to say the least — some states have pegged their GST and VAT collections to grow far in excess of 30 per cent in 2021-22.
    • A deterioration in fiscal marksmanship will mean that expenditure in the coming fiscal year will also end up being lower than what has been budgeted for.

    Consider the question “The pandemic has upended the States’ fiscal space, which is evident in their budgets. In light of this, examine the trends emerging from the budgets of the States and their implications for the economy.”

    Conclusion

    Subdued general government spending during these tumultuous years heightens the risks to economic recovery. Considering the possibility of the economy exiting from this period with lower medium-term growth prospects, there is a strong case for greater government spending during these years.

  • Responsible and ethical AI

    The article highlights the challenges and opportunities offered by the Artificial Intelligence and suggests the ways to deal with them.

    AI as a part of our life

    • AI is embedded in the recommendations we get on our favourite streaming or shopping site; in GPS mapping technology; in the predictive text that completes our sentences when we try to send an email or complete a web search.
    • And the more we use AI, the more data we generate, the smarter it gets.
    • In just the last decade, AI has evolved with unprecedented velocity.

    How AI could help us

    • AI has helped increase crop yields, raised business productivity, improved access to credit and made cancer detection faster and more precise.
    • It could contribute more than $15 trillion to the world economy by 2030, adding 14% to global GDP.
    • Google has identified over 2,600 use cases of “AI for good” worldwide.
    • A study published in Nature reviewing the impact of AI on the Sustainable Development Goals (SDGs) finds that AI may act as an enabler on 134 of all SDG targets.

    Concerns with AI

    • Yet, the study in Nature also finds that AI can actively hinder 59 — or 35% — of SDG targets.
    • AI requires massive computational capacity, which means more power-hungry data centres — and a big carbon footprint.
    • AI could compound digital exclusion.
    • Many desk jobs will be edged out by AI, such as accountants, financial traders and middle managers.
    • Without clear policies on reskilling workers, the promise of new opportunities will in fact create serious new inequalities.
    • Investment is likely to shift to countries where AI-related work is already established widening gaps among and within countries.
    • AI also presents serious data privacy concerns. 
    • We shape the algorithms and it is our data AI operate on.
    • In 2016, it took less than a day for Microsoft’s Twitter chatbot, “Tay”, to start spewing egregious racist content, based on the material it encountered.

    Way forward

    • Without ethical guard rails, AI will widen social and economic schisms, amplifying any innate biases.
    • Only a “whole of society” approach to AI governance will enable us to develop broad-based ethical principles, cultures and codes of conduct.
    • Given the global reach of AI, such a “whole of society” approach must rest on a “whole of world” approach.
    • The UN Secretary-General’s Roadmap on Digital Cooperation is a good starting point.
    • This approach lays out the need for multi-stakeholder efforts on global cooperation.
    • UNESCO has developed a global, comprehensive standard-setting draft Recommendation on the Ethics of Artificial Intelligence to Member States for deliberation and adoption.
    • Many countries, including India, are cognisant of the opportunities and the risks, and are striving to strike the right balance between AI promotion and AI governance.
    • NITI Aayog’s Responsible AI for All strategy, the culmination of a year-long consultative process, is a case in point.

    Consider the question “What are the ways in which Artificial Intelligence in helping humanity? What are the concerns with the promotion and the governance of AI?”

    Conclusion

    Chellenging part starts where principles meet reality that the ethical issues and conundrums arise in practice, and for which we must be prepared for deep, difficult, multi-stakeholder ethical reflection, analyses and resolve. Only then will AI provide humanity its full promise.