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Unleashing the climate benefits of EV transition in India

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Unleashing the climate benefits of EV transition in India


Battery-powered electric vehicles (EVs) promise to decarbonize India’s rapidly growing road transport sector. However, it is not possible to achieve significant emissions reductions through widespread EV uptake. This depends on the energy performance of EVs and cross-sector linkages, especially in the power sector. This paper examines the complexities of the climate impact of the transition to electric drivetrains based on a data-driven analysis that best reflects real-world use of EVs. It provides actionable insights that call for interventions from policy to implementation level to maximize the climate benefits of India’s EV revolution.

Electric vehicles (representative image)
Electric vehicles (representative image)

India’s economic progress is inextricably linked to the expansion of its road transport network. The sector, while important, is a significant contributor to the country’s greenhouse gas (GHG) emissions and deteriorating air quality. Globally promoted as a cornerstone of green transportation, EVs offer an attractive solution to mitigate these environmental challenges. However, in a country where fossil fuels still dominate electricity generation, the transition from petroleum to electrons for powering vehicles does not automatically lead to substantial emissions reductions.

This paper provides an in-depth analysis of the factors influencing the real climate benefits of EV adoption in India. It moves beyond simplistic comparisons of individual vehicle models and the assumption of a constant electricity supply mix across the country to examine the broader EV and energy landscape, considering:

  • Variability of vehicle energy performance within and between different segments.
  • The dynamic nature of India’s grid power supply, including temporal variations in renewable energy (RE) share.
  • The critical role of EV charging patterns and its alignment with clean electricity availability.
  • Geographic variation in electricity supply mix and its implications for regional EV strategies.

By dissecting these relationships, the paper aims to provide policy makers, implementing agencies, industry leaders and investors with the necessary insights to make informed decisions and unlock the full decarbonization potential of electric mobility in India.

Several studies have attempted to measure the emissions reduction potential of EVs. However, many rely on simplistic methods that may misrepresent the true climate impact. These approaches often fall short in several important aspects:

  • Cherry-picking models for comparison: Focusing on comparisons between select EVs and conventional vehicle models fails to capture the wide range of energy efficiency that exists across vehicle segments. This may lead to misleading generalizations about the overall impact of EV adoption.
  • Ignoring grid power supply dynamics: Assuming a constant national average grid power carbon dioxide (CO2) emission factor ignores the fluctuating nature of India’s power supply mix. RE, especially the share of solar and wind, varies significantly throughout the day, affecting emissions associated with EV charging at different times.
  • Ignoring variable charging patterns: EV charging is not a constant load. Factors such as vehicle use-case, travel characteristics and availability of charging infrastructure influence when and where EVs are charged. Due to different charging patterns, EVs can largely avoid GHG emissions, provide limited climate dividends, or even consume more carbon space depending on their charging alignment with periods of high RE availability .

Analysis of a comprehensive dataset of vehicle models available in the Indian market confirms the inherent efficiency gains of EVs across nine different segments including two- and three-wheelers, passenger cars and buses. On average, EVs consistently demonstrate end-use energy consumption levels at least three times lower than their conventional counterparts. Furthermore, advances in battery technology and power electronics promise further improvements in EV efficiency, widening the gap in the coming years.

When the annual average carbon emission factor of India’s grid electricity is currently included, the emissions advantage of EVs diminishes. While generally still cleaner than vehicles with internal combustion engines, their emissions are directly linked to the proportion of fossil fuel used for power generation. This highlights the critical need to accelerate the decarbonization of the electricity grid to fully realize the emissions reduction potential of EVs.

This study highlights the profound impact of aligning EV charging with periods of high RE supply on the grid. Charging during the evening or night, which is characterized by increasing reliance on coal-fired power plants, produces significantly higher emissions than charging during the day, when sunshine reduces the carbon load of grid electricity.

The findings show that choosing the right charging time can make a significant difference to the emissions profile of an EV. Charging during the day can avoid approximately 10% more CO2 emissions than charging in the evening. This means an additional annual emissions reduction of 10 kg CO2 in the case of electric scooters and 106 kg for electric sedans.

The impact is even deeper for electric buses, where daytime charging is not only beneficial, but necessary to achieve meaningful emissions reductions.

For a variety of reasons, the majority of RE development in India is concentrated in a handful of states. Recognizing the diversity of power generation sources and associated emissions intensities across India is paramount for an effective decarbonization strategy. This paper analyzes the power purchase mix of nine major Indian cities, revealing substantial variation in the carbon footprint of their power supply. As a result, emissions from an EV can vary significantly depending on the city or state where it is operated. This underlines the need to increase renewable electricity generation capacity at the sub-national level and a regionally tailored approach to EV deployment and charging.

India’s desired low-carbon electricity pathway, detailed in the National Electricity Plan (NEP), is key to unlocking the climate benefits of the EV transition. The plan envisages a substantial increase in non-fossil fuel-based electricity generation, resulting in a projected decline in the grid emission factor by the end of this decade.

This clean energy transition will be critical to EVs. As the grid becomes increasingly decarbonized, the emissions gap between EVs and conventional vehicles will increase significantly. By FY 2031-2032, EVs are projected to achieve substantial emission reductions across all segments. However, this benefit is based on the alignment of EV charging with high RE share hours on the grid and/or large-scale deployment of long-term energy storage capacity.

Although the path to a clean transportation future through electric mobility is promising, several key challenges need to be addressed:

  • Accelerating RE capacity addition: It will be essential to meet ambitious targets for solar and wind power deployment to achieve the desired grid decarbonization. The path to realizing goals is becoming shorter with each passing day.
  • Managing RE intermittency: Optimum use of high shares of variable RE sources such as solar and wind requires significant investment in energy storage capacities, including pumped hydro and battery energy storage systems.
  • Making clean electricity available for EV charging: Increasing the share of variable RE will further reduce the intermittent delivery of clean electricity, making it harder to decarbonize EV charging.

This paper emphasizes that the transition to a cleaner and more sustainable transportation future through vehicle electrification requires a holistic and realistic approach. It calls for coordinated action from policymakers, industry stakeholders and consumers, focusing on the following:

  • Aligning EV charging with green hours: incentivizing daytime charging through daytime electricity rates tailored to regional contexts, providing public charging with travel patterns and leveraging charging flexibility in case of battery swapping .
  • Promoting higher energy efficiency EVs: More efficient EV models by mandating energy labeling of traction battery packs and systems and setting more stringent CO2 emissions targets under future corporate average fuel economy (CAFE) enforcement cycles with expanded scope To promote production and marketing.
  • Linking EV charging infrastructure with distributed RE resources: Facilitating cost-effective integration of charging facilities with RE at the local level through the application of renewable energy-as-a-service systems and mobility-life batteries for energy storage .

By adopting this multi-pronged strategy, India can harness the full potential of the EV transition to curb transportation emissions and move its mobility towards a sustainable future.

This paper can be accessed Here,

This paper is written by Shyamasis Das, Fellow, Energy, Resources and Sustainability, CSEP, New Delhi.


TPG-Backed Sai Life Sciences IPO To Open On December 11; Sets Price Band At Rs 522-549 Per Share | Economy News

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TPG-Backed Sai Life Sciences IPO To Open On December 11; Sets Price Band At Rs 522-549 Per Share | Economy News


New Delhi: Private equity major TPG Capital-backed Sai Life Sciences on Friday said it has fixed a price band of Rs 522-549 per equity share for its Rs 3,043 crore Initial Public Offering (IPO) that opens for public subscription on December 11.

The intial share sale will conclude on December 13, and the bidding for the anchor portion will open for a day on December 10, the company announced.

The IPO is a combination of a fresh issue of equity shares worth up to Rs 950 crore and an Offer For Sale (OFS) of up to 3.81 crore equity shares by a promoter, investor shareholders and other shareholders, according to the Red Herring Prospectus (RHP).

Under the OFS, one of the promoter entities — Sai Quest Syn Pvt Ltd — and investor shareholders — TPG Asia VII SF Pte Ltd, HBM Private Equity India — will offload their respective stakes.

Bharathi Srivari, Anita Rudraraju Nandyala, Raju Penmasta, Dirk Walter Sartor, Jagdish Viswanath Dore, Rajagopal Srirama Tatta and K Pandu Ranga Raju were the other selling shareholders who will also divest their stakes in the company.

At the upper end of the price band, the company is going to fetch around Rs 3,042.62 crore from the IPO.

Earlier, the Hyderabad-based Sai Life Sciences had filed its IPO papers with the Securities and Exchange Board of India (Sebi) in July 2024 and obtained the markets regulator’s approval in November, to float the initial share sale.

Of the IPO proceeds, funds to the tune of Rs 720 crore will be used for debt payment and a portion will be used for corporate general purposes.

Investors can bid for a minimum of 27 equity shares and in multiples thereafter.

Sai Life Sciences provides end-to-end services across the drug discovery, development, and manufacturing value chain, for small molecule New Chemical Entities (NCE), to global pharmaceutical innovator companies and biotechnology firms.

During the six-month ended September 2024, Sai Life Sciences reported a total income of Rs 693.35 crore against Rs 656.8 crore a year ago. It posted a net profit for the six months at Rs 28.01 crore as compared to a loss of Rs 12.92 crore last year.

Kotak Mahindra Capital Company Ltd, IIFL Capital Services Ltd (formerly IIFL Securities Ltd), Jefferies India and Morgan Stanley India Company are the book running lead managers, while KFin Technologies is the registrar for the IPO.

The company’s shares are proposed to be listed on the BSE and National Stock Exchange (NSE).


Girls’ winter party glam: Shine bright and stay warm at every event | Fashion Trends

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Girls’ winter party glam: Shine bright and stay warm at every event | Fashion Trends


Winter is more than just a season; it’s a vibe. With dazzling lights, icy evenings, and endless gatherings, this time of year is ideal for displaying your flair. However, winter clothing provides a dilemma: how to look gorgeous while being warm? Enter Myntra’s winter collection, your ultimate guide to combining fashion and utility.

Glamorous looks to stay warm and chic
Glamorous looks to stay warm and chic

Myntra has it all, whether it’s a stunning evening gown for a big gala, a daring bodycon for a night out, or a tailored fake fur jacket to keep things trendy yet comfortable. Their collection embodies the essence of winter with lush fabrics, stunning embellishments, and functional yet elegant pieces that will make you stand out at any event.

This guide features ten must-have winter party outfits from Myntra. From sparkling sequins to comfortable jackets, each piece is intended to keep you warm while turning heads. So, let’s plunge into this stylish wonderland and prepare to be the best dressed at every party this season!

Also read: Embrace ethnic elegance this End Of Reason Sale season: Don’t miss out

10 Winter party outfits to steal the show

This Athena sheath dress is an essential item for any winter party. The sleeveless style, paired with a body-con midi shape, is perfect for semi-formal occasions, and the glittering decorations ensure you make a memorable impact. This dress is perfect for a cocktail party as well as a romantic dinner.

  • Fabric & design: Made from velvet and satin, the gown offers a sense of luxury that matches its appearance. The gentle knit provides comfort, whereas the decorations bring an element of shine.
  • Styling tip: Pair it with strappy metallic heels and minimalist jewellery. Add a faux fur stole to keep things glamorous and warm.

Pros

Cons

Flattering fit enhances your silhouette. Requires delicate handling due to embellishments.
Luxurious fabric for a soft and polished look.  

The Globus bodycon dress combines drama and sophistication. The dramatic bishop sleeves create a striking silhouette, while the tulip hem gives a contemporary edge. Glittery embellishments add to the joyful atmosphere, making it ideal for premium events or date nights.

  • Fabric & design: Made from stretch knit fabric, the dress offers comfort without compromising on style. The tailored fit accentuates your curves, ensuring you look your best.
  • Styling tip: Pair it with metallic stilettos and a sequined clutch. For a dramatic flair, opt for bold eye makeup and red lips.

Pros

Cons

Comfortable stretch fabric for ease of movement. Fitted design may feel restrictive for some.
Statement sleeves add drama to the look.  

Mango’s strapless sequined dress will enable you to reveal your inner diva. Its complete dazzling sequins and figure-hugging shape are guaranteed to attract attention. The strapless neckline provides an elegant and bold accent, making it perfect for cocktail gatherings and formal occasions.

  • Fabric & design: Crafted from resilient polyester and embellished with sparkling sequins, this dress ensures comfort along with fashion.
  • Styling tip: Elevate the look with silver heels and a glittery clutch. Add a delicate choker or drop earrings for a balanced touch of elegance.

Pros

Cons

Eye-catching sequins for ultimate glam. Needs careful handling to avoid sequin damage.
Perfect for formal and festive occasions.  

The StyleCast pink maxi gown is a refined option for winter night parties. The gown reaches the floor elegantly, and the understated sequined straps add a hint of sparkle. This gorgeous dress is perfect for wedding receptions or gala dinners.

  • Fabric & design: Made from a combination of stretch crepe and polyester, the dress is lightweight yet sumptuous, providing comfort throughout the day.
  • Styling tip: Combine with strappy silver heels, bold earrings, and an elegant clutch. Choose a gently curled hairstyle to finish the appearance.

Pros

Cons

Maxi length adds sophistication and elegance. Requires proper storage to prevent wrinkles.
Comfortable fabric ideal for long events.  

The Sera Red & Black Sequined Mini Dress is the best option for people who enjoy wearing fun and bold ensembles. This bodycon dress is ideal for a party or night out because of its eye-catching red and black colour scheme and glittering sequins. A young charm is added by its tiny length, and you can easily show off your curves thanks to the fitted design.

  • Fabric & design: Made from polyester and embellished with high-quality sequins, the dress is lightweight yet glamorous. The shoulder straps ensure a secure fit while enhancing its chic appeal.
  • Styling tip: Team this dress with ankle-strap heels and a studded clutch. Add a faux fur jacket for an extra layer of warmth and sophistication.

Pros

Cons

Sequins offer a sparkly and vibrant look. May not suit those who prefer longer dresses.
Bodycon fit accentuates the figure beautifully. Requires delicate washing to preserve sequins.

For people who value modest elegance above gaudy patterns, the BerryLush Blue Crepe Maxi Dress is perfect. Its flowing shape and eye-catching blue hue make it a classic ensemble ideal for formal or semi-formal winter occasions.

  • Fabric & design: Made from lightweight crepe and polyester, this dress ensures comfort while maintaining its chic look. Its sleeveless design and maxi length offer a perfect balance of style and functionality.
  • Styling tip: Pair with delicate jewellery, nude heels, and a silver clutch. A tailored coat or shawl can be added to stay cosy.

Pros

Cons

Lightweight fabric is breathable and comfortable. Strapless design may not suit everyone.
Versatile outfit for both formal and casual occasions. Simple design may require accessories to elevate the look.

The Sassafras Curve Plus-Size Bomber Jacket is a stylish and functional alternative for winter events. This jacket, made of synthetic fur and a sleek self-design fabric, seamlessly blends comfort and style. Ideal for layering over party dresses, it gives warmth without sacrificing style.

  • Fabric & design: Made from polyester with faux fur detailing, this jacket is lightweight yet insulating. Its tailored bomber style and mock collar make it a standout piece for any occasion.
  • Styling tip: Layer it over a bodycon dress or pair it with high-waisted jeans and boots for a chic casual look.

Pros

Cons

Stylish faux fur detailing adds elegance. May not appeal to those who prefer subtle designs.
Bomber style is versatile and trendy. Requires gentle cleaning to maintain fur quality.

The Faux Fur Trim Tailored Jacket from All About You will enhance your winter ensemble. This coat, featuring its stylish shape and luxurious faux fur detailing, is an essential winter piece for anyone who appreciates sophisticated outerwear. It is inviting and pleasant, making it perfect for both semi-formal and formal occasions.

  • Fabric & design: Made from high-quality polyester and faux fur, this jacket offers a tailored fit for a sharp and elegant look. The rich faux fur adds glamour, making it perfect for evening parties.
  • Styling tip: Pair with a midi dress and knee-high boots for a polished winter look. Add a clutch bag for a complete ensemble.

Pros

Cons

Faux fur detailing adds a luxurious touch. Requires delicate handling to maintain texture.
Tailored fit enhances the overall look. May not suit those who prefer loose-fitting jackets.

The Chemistry Faux Fur Tailored Jacket combines elegance and practicality. This stunning jacket is perfect for evening gatherings or semi-formal occasions as it combines the plushness of faux fur with a sophisticated tailored design, making it an essential piece for winter wardrobes.

  • Fabric & design: Made from polyester and featuring a faux fur collar, this jacket is lightweight yet warm. The tailored design provides a structured, polished look.
  • Styling tip: Wear it over a satin dress or team it with slim-fit trousers and stilettos for a sophisticated vibe.

Pros

Cons

Stylish and versatile for winter parties. Not ideal for casual occasions.
Faux fur collar adds elegance and warmth. Requires special cleaning to maintain its look.

The Dressberry Mock Collar Puffer Jacket is a must-have for anyone who likes comfort with a dash of style. It is a warm yet stylish option for winter gatherings because of its lightweight construction and faux fur accents.

  • Fabric & design: Constructed from polyester, this jacket features faux fur accents and a puffed silhouette for optimal insulation and style.
  • Styling tip: Pair it with skinny jeans, ankle boots, and a knit scarf for a chic winter look.

Pros

Cons

Lightweight yet warm, perfect for cold weather. Not as breathable as natural fibres.
Faux fur adds a glamorous touch.  

Also read: 10 Best nude lipsticks for all skin tones: Affordable, long-lasting, & versatile

Winter is the ideal time to elevate your fashion game and look fantastic at any occasion while remaining warm and comfortable. Selecting the perfect winter party dress means balancing style and practicality, and Myntra’s thoughtfully curated collection ensures you won’t have to compromise on either. There’s something for all tastes, from eye-catching skirts embellished with sequins to cozy, stylish faux fur coats. Myntra’s winter lineup offers options to suit every preference, whether it’s a stylish soirée, a corporate holiday gathering, or a casual meet-up with pals.

Keep in mind that winter style involves more than just the attire; it’s also about your manner of wearing it. By combining your outfit with the perfect accessories—like eye-catching earrings, glittery handbags, or beautiful heels—you’ll capture everyone’s attention. Remember to wear stylish jackets, coats, or wraps to keep cozy while maintaining your fashion sense. With Myntra’s wide selection, you can effortlessly play around with colors, materials, and shapes to showcase your distinctive personality for any event.

So why wait? Explore Myntra’s winter party collection online to get the right dress to stand out this season. Let your flair shine, your confidence soar, and your winter gatherings be genuinely unforgettable. Cheers to a season of warmth, sparkle, and amazing fashion!

Also read: Enjoy comfort and style with our top lingerie picks to feel glamorous

Frequently Asked Question about Winter Party Outfit

  • What kind of fabrics are appropriate for winter party dress?

    Fabrics that mix warmth and style are perfect for winter party attire. Velvet is a great option since it keeps you warm and adds a lovely texture. Blends of polyester, satin, and crepe are also great for preserving comfort and style. Fake fur provides warmth and a luxurious touch to clothing. To be cosy even on cold nights, choose materials with a soft lining and a thicker weave.

  • How can I accessorise my winter party outfit?

    The key to accessorising for a winter party is striking a balance between style and functionality. To improve your appearance, choose striking statement pieces like a statement necklace or glittering earrings. An additional touch of refinement can be added with a metallic or adorned clutch. Remember to wear stoles or scarves in complimentary colours to stay warm and add a stylish layer to your ensemble. To add a touch of sophistication, finish your ensemble with heeled pumps or ankle boots.

  • Should bodycon dresses be worn at winter parties?

    As long as they’re composed of warmer knit fabrics or thicker materials like velvet, bodycon dresses can be a fantastic option for winter gatherings. To defend against the cold, wear them with tights or knee-high boots. For extra comfort and style, wear them layered with a stylish coat or fake fur jacket. In the winter, bodycon dresses are ideal for showing off your figure while still looking party-ready.

  • What should I wear to a formal winter party?

    For a formal winter occasion, choose for long dresses made of sumptuous materials such as velvet, satin, or crepe. Dresses featuring sequins, metallic shine, or intricate decorations are ideal for a refined look. Wear a long overcoat or a fitting faux fur jacket to add warmth and sparkle to your dress. To complete your formal ensemble, choose for timeless accessories such as exquisite heels and pearl jewellery.

  • What are the latest winter party dress codes for girls this season?

    Glitz, sparkle, and lavish fabrics are key components of winter celebration outfits for this season. Metallic dresses, sequined outfits, and velvet gowns are often seen at evening events. Tailored coats and jackets made from synthetic fur are essential for cultivating an atmosphere of luxury and comfort. Jackets with structured designs and embellishments, body-hugging dresses, and maxi dresses are likewise popular. To create an impressive impact, think about blending classic black and gold with lively hues like royal blue, rich crimson, and emerald green.

Disclaimer: At Hindustan Times, we help you stay up-to-date with the latest trends and products. Hindustan Times has an affiliate partnership, so we may get a part of the revenue when you make a purchase. We shall not be liable for any claim under applicable laws, including but not limited to the Consumer Protection Act, 2019, with respect to the products. The products listed in this article are in no particular order of priority.


Biden mulls preemptive pardons for US officials in Trump’s firing line | Politics News

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Biden mulls preemptive pardons for US officials in Trump’s firing line | Politics News


Outgoing US administration fears revenge attacks against critics like former Republican legislator Liz Cheney.

US President Joe Biden is considering whether to issue blanket pardons for current and former public officials who risk being targeted by President-elect Donald Trump’s incoming administration.

The president has discussed the preemptive measure against potential revenge attacks with senior aides, but no decisions have yet been taken, according to sources who spoke anonymously to The Associated Press and Reuters news agencies on Thursday.

The discussion picked up steam after Trump tapped Kash Patel, who has promised retribution against critics of the president-elect, for the role of FBI director, the notion gaining further currency when Biden pardoned his son, Hunter Biden, on Sunday.

The sources revealed that fearful former officials had reached out to the White House in a bid to avoid damaging and financially costly investigations, but aides worried that granting immunity in cases where no crimes had been committed could backfire, inviting claims of guilt from Trump and his allies.

The US Constitution gives a president broad pardon powers, but preemptive pardons for offences that have not yet been charged are largely untested.

Among those allegedly being considered are former Republican legislator Liz Cheney, an outspoken critic of Trump, Dr Anthony Fauci, who helped coordinate Biden’s COVID-19 response, and California’s Senator-elect Adam Schiff, who led the first impeachment effort against Trump.

Threats from Trump

Trump has previously circulated social media posts calling for the jailing of Biden, Vice President Kamala Harris, former Vice President Mike Pence, and others. He also promoted a social media post that suggested he wanted military tribunals for supposed cases of treason.

The preemptive move, first reported by the Politico news outlet, would mark a novel deployment of the president’s constitutional powers.

Trump had reportedly considered the measure for himself and his supporters after a failed bid to overturn the 2020 presidential election that led to rioting at the Capitol on January 6, 2021.

Biden has pardoned his son not just for his convictions on federal gun and tax violations, but for any potential federal offence committed over an 11-year period, providing a model for further protections that could be granted to officials.

White House Press Secretary Karine Jean-Pierre told reporters earlier this week to expect more pardons from Biden before the end of his term.


IIMK’s Advanced Data Analytics for Managers: Shape Your Business with IIM’s Professional Certificate Program

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IIMK’s Advanced Data Analytics for Managers: Shape Your Business with IIM’s Professional Certificate Program


The business world today runs on data, and managers who can analyze it efficiently have a clear advantage. They know very well what steps need to be taken for future success. That is why it is essential for every business manager to master the skills of using data effectively to make informed decisions and lead innovation in their organizations.IIM Kozhikode’s Advanced Data Analytics Professional Certificate Program for ManagersEvery business manager needs to equip himself with the right skill set.

IIMK's Advanced Data Analytics for Managers: Master strategic decision making with this program from IIMK.
IIMK’s Advanced Data Analytics for Managers: Master strategic decision making with this program from IIMK.

The program provides practical experience through case studies, capstone projects, and networking opportunities. Participants not only develop technical expertise but also make valuable connections that enhance career prospects. With advanced skills in analyzing trends, predicting outcomes, and developing data-driven strategies, managers can make better decisions that lead to real business success.

Additionally, managers with strong data analytics skills inspire their teams by fostering a culture of growth and innovation. When managers lead by example, using analytics to guide their choices, teams follow suit, becoming more adaptable and efficient in responding to market changes and able to deliver stronger results. It happens.

Understanding Advanced Data Analysis

Advanced Data Analytics for Managers It is a sophisticated approach to extracting valuable insights from data. It employs statistical methods, machine learning algorithms, and programming tools to analyze current and historical data, enabling businesses to make data-driven decisions and optimize operations. Unlike traditional business intelligence tools, which focus primarily on historical data, advanced data analytics can predict future trends and outcomes, providing a competitive advantage.

The power of data: why businesses need advanced analytics

Advanced data analytics is changing the way businesses operate, providing a variety of benefits that can have a significant impact on their success. Here’s how it adds value:

1. Data-driven decision making for better outcomes

Advanced analytics provides a comprehensive understanding of market trends, customer behavior and internal processes. By organizing and presenting data clearly, it enables managers to make faster, more informed decisions.

2. Enhanced agility for quick response

Advanced analytics allows businesses to anticipate and proactively respond to market changes. Whether it’s identifying opportunities or avoiding risks, being able to adjust quickly ensures that companies stay ahead of the competition.

3. Accurate forecasting and risk management

Advanced analytics uses historical and real-time data to make accurate forecasts, improve risk management, anticipate challenges, and ensure smoother business operations with fewer costly errors.

4. Increase ROI and efficiency

Data-driven insights streamline processes, reduce costs and optimize resource allocation. This increases operational efficiency and maximizes return on investment (ROI) for businesses.

5. Customer Satisfaction and Retention

Understanding customer preferences is the key to maintaining a loyal customer base. Advanced analytics uncovers consumer behavior patterns and trends, allowing businesses to personalize their approach.

6. Proactive Strategies for Unexpected Challenges

“What-if” scenarios provided by advanced analytics enable businesses to prepare for uncertainties. By analyzing different possible outcomes, companies can develop strategies to minimize risks, ensuring they are well prepared for unexpected market conditions.

7. Empowering employees and sharing data

Advanced analytics tools integrate data from different sources and distribute it throughout the organization, empowering employees at all levels. With access to key insights, employees can make informed decisions and take initiatives that contribute to overall growth.

How can managers advance themselves with advanced data analytics?

As the importance of data analytics increases, managers can enhance their skill sets through specializationAdvanced Data Analytics for Managers Programs.

1. Basic Analytical Techniques

Data analytics courses help you learn essential analytical techniques, including statistical analysis, predictive modeling, and data visualization. These skills enable you to interpret complex data sets and derive actionable insights.

2. Data Management Skills

Become familiar with data management practices such as how to effectively collect, clean, and organize data from various sources. Understanding data governance ensures that data is maintained with integrity and security.

3. Business Intelligence Tools

It is important to be familiar with popular Business Intelligence (BI) tools like Tableau, Power BI, Python, and Excel. You’ll gain practical experience using these tools to create dashboards and reports that present data in an easily digestible format.

4. Real-world case study

Apply your learning to practical scenarios through real-world case studies. This exposure helps understand how to solve specific business challenges using data-driven strategies.

Program Highlights: Why Choose It program’,

10 month intensive and interactive program Which combines theory with practical application in ten months

peer-to-peer networking Foster valuable relationships and collaborative learning opportunities, with a diverse group of professionals

● Taught by distinguished IIM Kozhikode Faculty Renowned for his expertise in data analytics and business management.

Comprehensive Capstone Project Applying your learning to real-world projects, allowing you to demonstrate your skills and knowledge while solving complex business problems.

Lifetime Executive Alumni Status Which lets you enjoy the benefits of lifetime membership in the IIM Kozhikode Alumni Network, providing ongoing support and opportunities for professional growth throughout your career.

Who is this program for?

Mid to senior level professionals: Ideal for individuals looking to advance their careers in Business Data Analytics and Data Science.

Aspiring Data Analyst: Perfect for those looking to develop cutting-edge analytical skills and knowledge.

Data-Driven Decision Maker: Suitable for professionals aiming to adopt a data-driven approach in decision-making processes.

Growth oriented person: Beneficial for those looking to leverage analytics to enhance business growth and scalability.

Industry Leaders: Designed for managers and executives who want to enhance their strategic capabilities through advanced data insights.

What are the benefits of this program?

advanced analytical skills:To develop the skills required for effective data analysis and interpretation.

career advancement: Boost career prospects with industry-relevant expertise in data analytics.

Growth in Business: Leverage analytics to identify opportunities and fuel business growth.

Data-Driven Culture: Foster a data-driven mindset within your organization for better strategic alignment.

What are past participants saying?

Hear what participants have to say about their journey, skills gained and career progress they have made.

Harikumar Vasudevan Nair Course material and Prof. Praising Sreejesh’s teaching, he said, “While I have no prior experience in the data science field, this course gave me the confidence to manage data science projects.”

Kapil Chaurasia He also praises the faculty and says, “Professor Sreejesh’s ability to teach such a difficult subject so effectively to a diverse audience from across the industry is amazing and commendable.”

Program Description

starts at: December 30, 2024 (Classes start January 19, 2024)

Duration: 10 Months Live Online Sessions

program fee, 1,96,000

Eligibility: Graduation or Diploma holder in any discipline with minimum 1 year work experience

About IIM Kozhikode

Started in 1997 with its Post Graduate Program (PGP), the Indian Institute of Management Kozhikode (IIMK) is today on a high growth trajectory, offering a wide range of academic programs in the field of management education. These include doctoral programs in management, executive PG programs, management development programs and faculty development programs. IIMK established a satellite campus at Info Park, Kochi, dedicated to executive education in 2013. IIMK has the unique distinction of introducing a PhD (Practice Track) program for working professionals, it also brought new dynamic programs like One Year Post Graduate Program in Business Leadership (2019), MBA in Finance and MBA in Liberal Studies and Management Are. 2020). The institute is also home to IIMK LIVE, a first-of-its-kind start-up incubation program and the Indian Business Museum.

NIRF India Ranking 2024: IIMK ranked 3rd according to managementThe institution regularly features among the top global institutions in the QS World University Rankings for its flagship MBA (PGP) and EMBA programs (EPGP). According to the QS World University Rankings by Subject 2024, the institute has jumped 100 places to be ranked among the top 151-200 institutions in Business and Management Studies globally. IIM Kozhikode is also globally accredited by EQUIS (EFMD) and AMBA (UK). And on the verge of triple-recognition crown.

IIM Kozhikode also made its debut in the prestigious Financial Times rankings in 2023 and was recently ranked #70 among the top-80 open-enrolment executive program providers globally for the year 2024. This achievement has further strengthened the position of the 28-year-old IIM. Exclusive list of the leading providers of executive education in the world. The institute also entered the global top-100 for its full-time MBA program at rank #77 for the FT Masters in Management (MIM) 2023 ranking. IIM Kozhikode has successfully delivered approximately 1300 MDP programs over the last two decades, training over 41,000 participants from 150+ organizations, including several Fortune 500 companies in the process.

About Emeritus

Emeritus is committed to teaching the skills of the future by making high-quality education accessible and affordable to individuals, organizations and governments around the world. It does this by collaborating with more than 80 top-tier universities in the United States, Europe, Latin America, Southeast Asia, India, and China. Emeritus’ short courses, degree programs, professional certificates and senior executive programs help individuals learn new skills and transform their lives, companies and organizations. Its unique model of cutting-edge technology; curriculum innovation; And the practical instruction of senior faculty, mentors and trainers has educated more than 350,000 individuals in more than 80 countries.


Urban TWS Wireless Smart Earbuds Review: Is It a Smart Buy for Those Who Want Quality on a Budget?

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Urban TWS Wireless Smart Earbuds Review: Is It a Smart Buy for Those Who Want Quality on a Budget?


If you are looking for affordable yet feature-packed true wireless earbuds, the Urban TWS Smart Earbuds could be a great option. With an exceptional range of features at a budget-friendly price, they promise to deliver a quality audio experience without burning a hole in your pocket.

Can the Urban TWS Wireless Smart Earbuds deliver on their promise of value?
Can the Urban TWS Wireless Smart Earbuds deliver on their promise of value?

After spending some time with these earbuds, it’s clear that they offer good sound quality and functionality for the price. Although they shine in many areas, there are also some places where they could use some improvement. To make things clear, I’ve divided this review into three parts: sound, features, and apps.

This will give you a detailed idea of ​​how the earbuds perform in every aspect. By the end, you’ll have a better idea of ​​whether these earbuds are worth the investment for your everyday listening needs. This is what I got.

Check out the features of the Urban Smart Earbuds!
Check out the features of the Urban Smart Earbuds!

About Urban TWS Smart Earbuds

As India’s first true wireless earbuds with on-case Bluetooth calling, built-in dialer pad, and address book functionality, these earbuds are packed with features you won’t miss. The 1.47-inch HD LED display adds a futuristic touch, letting you control everything from calls to notifications without touching your phone. With advanced noise cancellation (ANC + ENC) and three dedicated modes, they not only look good but also sound incredible. on the bus 2,499, they are perfect for professionals, gamers, and anyone who likes to be ahead of the curve.

You can buy the Urban TWS Wireless Smart Earbuds from Amazon:

Also read: GM G+ headphones review: Affordable and effective pair of budget headphones

1) Features

Check out the body and case of the Urban Smart Earbuds.
Check out the body and case of the Urban Smart Earbuds.

Urban TWS Wireless Smart Earbuds Design and build quality

The Urban TWS Wireless Smart Earbuds have a sleek, modern design with a charging case that includes a 1.47-inch HD LED display showing battery level and pairing status. The earbuds provide a secure fit and in-ear detection feature, automatically pausing music when removed. They are also dust and water resistant, making them suitable for active use. However, the build quality of the charging case could be improved. While the design is attractive, the plastic feels flimsy, and the hinge lacks durability.

Battery life and charging experience

With an excellent lifespan of 50 hours via the charging case, these buds easily handle calls, playlists, and even gaming marathons without any hassle. The earbuds themselves offer up to 7 hours of uninterrupted usage, while Type-C fast charging comes to the rescue.

Active Noise Cancellation (32dB)

The active noise cancellation on the Urban Smart Buds surprised me, especially at this price. Sitting in a noisy café, it cuts through background conversation like a pro, making my playlist feel front and center. During my daily commute, it muffled the sound of the engine and the chaos of the city and kept me immersed in its music. However, what really stood out was how the 32dB ANC handled calls; It kept conversations crisp and clear, even in places that would normally be noisy.

Microphone quality and voice assistant integration

The Urban Smart Buds come with Quad AI Smart Mix which really impressed me in terms of call quality. Whether I was at home or away, my voice came through loud and clear, and the person on the other end had no trouble hearing me. The voice assistant integration is also extremely convenient, allowing me to access Google Assistant without having to reach for my phone. That said, in windy conditions, the mic had a little trouble filtering out background noise, and my voice sometimes sounded muffled. Although this isn’t a big issue, it’s something to consider if you make a lot of calls outside.

Also read: These AirPods alternatives will make you think twice before buying; Top 5 Picks

2) sound

overall sound profile

13mm drivers deliver clear, detailed audio in music, podcasts and calls. Whether I was jamming out to some deep bass tunes or enjoying a crisp podcast, the sound clarity was consistently solid. During calls, voices came out clear and natural even in busy environments. The balance of bass and treble was perfect, providing a pleasant listening experience without overwhelming the highs or lows.

binaural audio

The binaural audio technology in the Urban Smart Buds takes immersion to another level. Be it watching movies or playing games, the 3D sound effect made the experience more dynamic. I tested it while listening to spatially rich tracks, and it felt as if the music surrounded me, creating a depth that traditional stereo sound often lacks. The technology brings a premium touch, especially when listening to immersive content.

You can consider similar products in place of Urban Smart Earbuds:

Also read: Best Headphones with Microphone: Check Out Top 9 Trusted Options for Gaming, Work, and Everyday Use

3) app

The Urban Smart Buds app offers a simple, user-friendly interface that enhances the overall experience. It also lets you adjust EQ settings, switch sound modes, and even find your earbuds if you lose them. The app ensures easy access to all key features, making it a convenient tool for customization. Below are some highlights of my experience with the app:

Smart App Integration:

The Urban Smart Life app paired with the Urban Smart TWS earbuds delivers a personalized audio experience. EQ modes like Normal, Rock, Jazz, Classical, Ballad, and Popularity are easy to customize, but the app requires some learning to fully understand its features. Although the interface is clean, it is not immediately intuitive for all users. Once you get the hang of it, managing playback settings and personalizing the controls becomes easy and hassle-free. Overall, it’s a great tool, but expect a bit of a learning process.

Firmware Update:

The app makes it easy to keep the Urban Smart Buds updated. I was notified when a firmware update was available and I could install it directly from the app. This ensured that the earbuds perform at their best with improvements in sound quality, ANC, and overall functionality. It was a seamless process, and knowing that the earbuds were up to date gave me confidence that I was getting the most out of them.

Noise Cancellation Control:

The Urban Smart TWS earbuds deliver great sound quality with different EQ modes. For example, I use Rock mode during workouts for extra excitement and Classical mode when I want something more relaxing. The app lets you adjust settings, but it takes a little getting used to. Once you become familiar with it, it’s easy to adjust the sound and controls.

Also read: boAt Nirvana Ivy Earbuds review: Budget-friendly audio bliss for everyday listening?

Use the 'Find My Earbuds' feature on the Urban Smart TWS Earbuds to never lose track again!
Use the ‘Find My Earbuds’ feature on the Urban Smart TWS Earbuds to never lose track again!

Find my earbuds:

Misplacing my earbuds can be troublesome, but the app’s “Find My Earbuds” feature came to the rescue. Once, I couldn’t find them after a long day at work and used the feature to trigger the sound. This helped me find them quickly in my desk drawer, saving me from lengthy searches. This feature provides great convenience, making it easy to find my earbuds whenever I lose them.

Low Latency Mode (Gaming):

For gaming, the app’s low latency mode was a game-changer. I could enable the AI-powered low-latency setting to reduce audio lag, and it made a noticeable difference when playing action-packed games. The audio synced seamlessly with the gameplay, giving me a more immersive experience. I also used it while watching videos, and the synergy between visuals and sound was perfect, making for a smooth and enjoyable entertainment experience.

A smart purchase for quality on a budget?

The Urban Smart Buds offer a lot of value at an affordable price. The 1.47-inch HD LED display is a great addition, letting you manage calls, notifications, and controls without picking up your phone. The audio quality is clear and well-balanced, and the Active Noise Cancellation does a good job at blocking out ambient noise for a more focused listening experience.

However, there are some compromises. The case looks premium but feels a little heavy, and the material could be smoother for a more refined touch. The lack of wireless charging may be frustrating for some, and the touch controls may take some getting used to. But when you consider the overall features at this price, these shortcomings are minor. For anyone looking for solid performance and features without the high price, the Urban Smart Buds are definitely worth considering.

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FAQs on Urban TWS Smart Earbuds:

  • What is the battery life of the Urban Smart Buds?

    The Urban Smart Buds offer up to 50 hours of playtime with the charging case.

  • Do the Urban Smart Buds support Active Noise Cancellation (ANC)?

    Yes, the Urban Smart Buds feature active noise cancellation to reduce background noise.

  • Can I make calls using the Urban Smart Buds?

    Yes, you can make calls directly from the case with Bluetooth calling functionality.

  • Which app is compatible with Urban Smart Buds?

    The Urban Smart Buds work with the Urban Smart Life app for customization and control.

  • Is wireless charging supported by the Urban Smart Buds Case?

    No, the Urban Smart Buds Case does not support wireless charging.

Disclaimer: At Hindustan Times, we help you stay updated with the latest trends and products. Hindustan Times has an affiliate partnership, so we may get a share of the revenue when you make a purchase. We will not be liable for any claims under applicable laws including but not limited to the Consumer Protection Act, 2019 in relation to the Products. The products listed in this article are in no particular order of priority.


Three climbers feared dead on New Zealand’s tallest mountain

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Three climbers feared dead on New Zealand’s tallest mountain


Police in New Zealand say they believe three men who went missing days ago on Aoraki Mt Cook – the country’s tallest mountain – are dead.

Americans Kurt Blair, 56, and Carlos Romero, 50, and an unnamed Canadian national were reported missing on Monday when they failed to meet their flight out from the mountain.

Aoraki Area Commander Inspector Vicki Walker said on Friday that police believed the three men had fallen while trying to cross a ridge.

The search for them has been hampered by bad weather in recent days and Ms Walker said this would now be wound down.

Helicopters and drones have been used to try and trace the location of the three climbers, who set out to climb Mt Cook on Saturday.

Ms Walker said drone footage showed evidence of where the climbers had begun to cross the slopes below the Zurbriggen Ridge.

This included footprints and equipment, including clothes and energy gels, which are thought to have belonged to the men.

Scaling Mt Cook via the Zurbriggen Ridge is a Grade Four climb, according to New Zealand alpine group Climb NZ. This mean that it requires “sound mountaineering judgement and experience”.

Both Blair and Romero are said to have been experienced climbers.

A tribute to Blair from the Silverton Avalanche School in the US state of Colorado described him as a “beloved fixture of the San Juan mountains who comes from a proud lineage of mountain adventurers”.

“Anyone who shared time with Kurt in the mountains knows that his calm demeanour and positive presence ran counter to the rough edges and sharp tongues so often exemplified by the hard scrabble ranks of mountain guides,” read the statement on social media.

His colleague told New Zealand’s Stuff news website that the father-of-two had climbed all over the world.

Meanwhile, the California-based group SWS Mountain Guides said Romero, who was known as Kique, was a “beloved guide, educator, and mentor”.

“Kique is widely respected for his skills as a guide, and enthusiasm for climbing.”

According to Stuff, Romero was originally from Venezuela and had worked at the Lawrence Livermore National Laboratory in California for several years.

The police said they would not release the name of the Canadian man out of respect of his family’s wishes.

Mt Cook, which is in the South Island, is 3,724m (12,217ft) tall and a popular challenge for climbers from around the world.


Today Gold Rate 06-12-2024: Check latest prices in your city

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Today Gold Rate 06-12-2024: Check latest prices in your city


Today Gold Rate: Gold rate increased on Friday. The rate of 24 carat gold is ₹7807.3 per gm, up by ₹130.0. The rate of 22 carat gold is ₹7158.3 per gm, up by ₹120.0.

Gold silver image
Gold silver image

24 carat gold’s rate has changed in the last one week by 0.42%, whereas in the last month it has changed by 0.99%. The silver rate is ₹95200.0 per kg, up by ₹1200.0.

Gold rate in Delhi today is ₹78073.0/10 grams. Yesterday on 05-12-2024, the price of gold was ₹77963.0/10 grams, and last week, the price on 30-11-2024 was ₹78293.0/10 grams.

Silver rate in Delhi today is ₹95200.0/Kg. Yesterday on 05-12-2024, the price of silver was ₹94000.0/Kg, and last week, the price on 30-11-2024 was ₹94700.0/Kg.

Gold rate in Chennai today is ₹77921.0/10 grams. Yesterday on 05-12-2024, the price of gold was ₹77811.0/10 grams, and last week, the price on 30-11-2024 was ₹78141.0/10 grams.

Silver rate in Chennai today is ₹103800.0/Kg. Yesterday on 05-12-2024, the price of silver was ₹102100.0/Kg, and last week, the price on 30-11-2024 was ₹102800.0/Kg.

Gold rate in Mumbai today is ₹77927.0/10 grams. Yesterday on 05-12-2024, the price of gold was ₹77817.0/10 grams, and last week, the price on 30-11-2024 was ₹78147.0/10 grams.

Silver rate in Mumbai today is ₹94500.0/Kg. Yesterday on 05-12-2024, the price of silver was ₹93300.0/Kg, and last week, the price on 30-11-2024 was ₹94000.0/Kg.

Gold rate in Kolkata today is ₹77925.0/10 grams. Yesterday on 05-12-2024, the price of gold was ₹77815.0/10 grams, and last week, the price on 30-11-2024 was ₹78145.0/10 grams.

Silver rate in Kolkata today is ₹96000.0/Kg. Yesterday on 05-12-2024, the price of silver was ₹94800.0/Kg, and last week, the price on 30-11-2024 was ₹95500.0/Kg.

The gold April 2025 MCX futures were trading at ₹77329.0 per 10 gm, up by ₹0.28 at the time of publishing.

The silver July 2025 MCX futures were trading at ₹96427.0 per kg, down by ₹0.007 at the time of publishing.

Gold and silver prices are affected by a range of factors, among them the input from major jewelers. Elements such as the global demand for gold, currency variations, interest rates, and government policies all play a role in the prices. Apart from this, international factors such as the state of the global economy and the strength of the US dollar against other currencies also exert an influence on gold rates in the Indian market.


NHAI to issue green bonds worth Rs 1k crore

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NHAI to issue green bonds worth Rs 1k crore


NHAI to issue green bonds worth Rs 1k crore

NEW DELHI: In a first for the road sector, NHAI on Thursday said it will issue Rs 1,000 crore green bonds in second week of Dec to raise funds to implement environment-friendly steps on Delhi-Mumbai Expressway (DME) project.
“This fund will be used for activities such as expenditure on avenue plantation, median plantation, construction of animal underpasses, natural stormwater drainage, streetlight on renewable energy (solar), waste recycling and reuse, and rainwater harvesting,” a spokesperson said.
“The green bonds will help encourage investment in ecofriendly projects, and will facilitate long-term cost savings by reducing energy consumption and lowering impact of vehicular emission on the environment,” NHAI chairman Santosh Kumar Yadav said.




Can Indian billionaire Gautam Adani be tried in the US for India ‘crimes’? | Crime News

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Can Indian billionaire Gautam Adani be tried in the US for India ‘crimes’? | Crime News


It is a tumultuous time for Gautam Adani, the billionaire chairman of one of India’s biggest corporate conglomerates, the Adani Group, and one of the richest people in the world.

The United States Securities and Exchange Commission (SEC) has accused Adani and others of conspiring to pay about $265m in bribes to Indian government officials to obtain contracts and develop India’s largest solar power plant project.

US prosecutors unveiled in November an indictment of Gautam Adani, his nephew Sagar Adani and five others. The Adani Group has rejected these claims, calling them baseless.

Amid all this, Adani remains defiant. “This is not the first time we have faced such challenges … every attack makes us stronger and every obstacle becomes a stepping stone,” Adani said on Sunday at an award ceremony he was attending in the western Indian city of Jaipur, his first public appearance after the indictment.

The indictment and jurisdiction complexities

A grand jury indictment means that an empanelled jury, and a judge, are convinced that there is enough evidence to merit a continuing investigation and to potentially move ahead to trial, Irfan Nooruddin, an authority on US SEC corruption cases, told Indian outlet The Print. However, the bar for a grand jury indictment is lower than the bar for a jury trial, he added.

The recent allegations also highlight jurisdictional complexities.

Indian senior criminal lawyer Vikas Pahwa told Al Jazeera, “The Prevention of Corruption Act [PCA] mandates investigations into bribery involving Indian officials be conducted by Indian authorities like the CBI [Central Bureau of Investigation]. Trials, if any, would also fall under Indian jurisdiction.”

However, the US Foreign Corrupt Practices Act (FCPA) governs acts of bribery involving US-linked entities, such as those using US financial systems or targeting American investors.

Allegations against Adani and others include violations of anti-bribery provisions and misleading US investors during a $600m bond offering (which was withdrawn once the charges became public).

While this establishes potential US jurisdiction, such cases must align with international legal principles and respect India’s sovereignty, pointed out Pahwa.

Since both nations are signatories to mutual legal assistance treaties (MLATs), they need to cooperate to ensure evidence adheres to international standards.

“Adani’s defence may argue the lack of a direct US connection to the alleged acts and emphasise compliance with Indian anticorruption laws,” Pahwa added. Meaning, if an investigation in India clears Adani and his co-accused of these charges, that would work in their defence in the US, he said.

In terms of next steps, the US needs to issue a formal extradition request to the Indian government to bring the accused to the US for a trial. Earlier this month New Delhi said it has not received any such request. There has been no update from the government since then.

For Adani to step forward with his defence, he will have to present his case in a court in the US. It’s unclear if he would do so. He will be entitled to a speedy trial within 70 days if he demands one in a US court.

Niranjan Adhikari, managing lawyer at Washington-based Adhikari Law, says, “They can begin the trial in absentia and issue lookout notices to the defendants if they do not present themselves in a defined period of time”, which is set by a jury at the time of trial.

US Attorney Breon Peace, who unveiled the charges, can issue international arrest warrants for Adani and his co-defendants. In case of any such lookout notice or international warrant, they could be arrested outside India (Interpol has no jurisdiction within India), curtailing their travel.

Since India and the US have an extradition treaty, India is obligated to consider the request should it come.

That process would be handled by a court in India, which would need to consider several factors including whether the crime he was charged with within the US is also a crime in India, whether the charges are politically motivated or whether he could face inhumane treatment in the US.

However, extradition cases are often prolonged, and Adani could fight it.

Adani is also perceived to be close to Indian Prime Minister Narendra Modi and that relationship might help him clear these charges in India, critics say. For now, the government has chosen to distance itself and said “this is a legal matter involving private firms and individuals and the US Department of Justice. We are not part of it in any manner at this point of time,” India’s Foreign Ministry spokesperson Randhir Jaiswal told the media during a news briefing on November 29.

A jury of 12 would need to unanimously vote to convict Adani, and he could appeal a verdict against him.

He could face decades in prison if convicted, but would probably receive far less time. He could also face financial penalties. Any sentence would ultimately be up to the judge overseeing the case.