Successful AI implementations

The key to successful AI implementations

by | Mar 17, 2021 | Artificial Intelligence

By integrating human intelligence, cultural change, and expertly trained data, enterprises can build successful and fully scalable AI models.
Share to lead the transformation

Most enterprises today are swiftly exploring the potential of artificial intelligence (AI). Companies operating on archaic models have started to lose customers in the digital age and cannot accelerate their go-to-market strategies. However, according to various industry estimates, about 80% to 85% of AI implementations hit a dead end despite this growing understanding. The secret to successful AI implementations is a comprehensive approach that encompasses the integration of people, processes, and technology.

One of the primary reasons for this high failure rate is businesses’ inability to shortlist the primary growth objectives they wish to achieve. With the enterprise business landscape is becoming complex at an incredible pace, the time for organizations to be on edge for AI is over. No longer can they focus on deploying AI-related tools without building a solid business orientation.

Look for the unique business needs

The growing focus on digital and changing patterns of consumer preferences has compelled businesses to take a deep dive in long-term strategical technology deployment decisions.

Through successful AI-enabled implementations, firms can predict customer behaviors, analyze process anomalies, predict market uncertainties, optimize supply chains, and better manage employee and customer expectations.

Before embarking on the AI journey, enterprises should evaluate the business impact that AI can bring. Today, the advantages of AI have been leveraged for diverse tasks and processes. However, not all operations are fit for an AI use case. There’s no one size fit all methodology for AI-based applications, and the use cases where you intend to build AI must be clearly defined and prioritized.

“IT leaders must adopt a well-thought-out plan for AI adoption. Conversations must be struck with several business leaders (finance, customer success management, business operations, product development, and other management) to identify the relevant business goals tied to the IT domains. This approach will ultimately lead to the selection and prioritization of appropriate use cases,” said Greesh Jairath, Global IT Head at ITC Infotech.

Involve people in your strategy

More than technology, successful AI implementations need full support from the people within an organization. Most of the problems arise due to half-baked AI orientation strategies with the internal staff.

One needs to understand that transformation through AI doesn’t work on its own to solve a problem. You need people to understand and supervise at some level to deploy and analyze the predictive analytical solutions. To ensure that the processes are automated seamlessly, strong executive leadership is also essential. The more informed and engaged is the people inside the organizations, the better are the chances of successful AI adoption within an enterprise.

If you’ve just focused on deploying AI tools and not making any efforts to improve the organization’s cultural impact, the chances of AI failures will be on a higher side. (See: Five key steps to a successful RPA implementation)

Lack of in-house talent

Another challenge that technology leaders face is the acute shortage of qualified in-house talent who can manage end-to-end AI projects and tools. An effective AI model involves a lot of raw data that needs to be arranged systematically and processed for meaningful insights.

By consuming enormous data, the AI-based deep learning algorithms interpret and make decisions for a specific process. However, if you do not have the right people to analyze what data to be fed and understand why specific data is essential for an operation, your entire effort can go in vain.

Besides, CIOs have a tremendous challenge in fine-tuning their internal operations and reducing costs in light of growing ambiguity and uncertainty. In this context, investing significantly in training and building an internal talent pool may not be wise, especially when competitors are ready to poach skilled resources. (See: How will AI impact enterprise ecosystems in 2021?)

Many technology firms such as Google and Microsoft are offering drag and drop no-code AI solutions to tackle this issue. These ready-to-deploy frameworks can help companies develop world-class predictive modeling capabilities without investing immensely to build coding skills internally. These modules can help businesses design and scale AI-based processes and workflows at a large scale.

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This information was given by the Union Minister for Road Transport and Highways Nitin J Gadkari in a written reply in Lok Sabha today.

News source: Press Information Bureau.

Andhra’s Polavaram project gets Extension

Andhra’s Polavaram project gets Extension

In a major decision, the Union Environment Ministry has today given two years of extension and allowed the construction works related to Polavaram Multipurpose Project. Informing the media in New Delhi the Union Minister for Environment, Forest and Climate Change Prakash Javadekar said that today the order has been signed and ministry has allowed the construction works for two years.

The Union Minister stressed that Polavaram project is very important to the people of Andhra Pradesh as it will irrigate nearly 3 lakh ha of land, generate hydel power with installed capacity of 960 MW and provide drinking water facilities to 540 enroute villages covering 25 lakh populations, particularly in Visakhapatnam, East Godavari and West Godavari and Krishna Districts.

In the year 2011 the then government had asked the Government of Andhra Pradesh to stop construction work of the project but in the year 2014 the NDA government declared the Polavaram project a National project and the ministry kept the “Stop Work Order” in abeyance to allow the construction works. The “Stop Work Order” has been kept in abeyance six times for a year each time. Considering the immense importance of the project this time the Ministry is keeping the “Stop Work Order” in abeyance to allow the construction works for two years without permission to impound water.

The Project envisages construction of Earth-cum-Rock fill dam across river Godavari. The maximum height of the dam is 48 m.

News Source: Press Information Bureau.

Image By IM3847 – Own work, CC BY-SA 4.0, Link

Body to resolve disputes between REs, PSUs

Body to resolve disputes between REs, PSUs

In a major decision to facilitate the solar and wind energy projects, Union Minister of State for Power and New & Renewable Energy (IC) and Skill Development & Entrepreneurship, RK Singh, has approved the formation of a three member Dispute Resolution Committee to consider the unforeseen disputes between solar/wind power developers and PSUs Solar Energy Corporation of India Limited (SECI) and National Thermal Power Corporation (NTPC) beyond contractual agreement.

The Members of Dispute Resolution Committee under this mechanism will be MF Farooqui (former DOT Secretary/ Heavy Industry Secretary); Anil Swarup (former Coal Secretary); and AK Dubey (former Sports Secretary), as per a Press Information Bureau release .

Union Minister of State for Power and New & Renewable Energy (IC) and Skill Development & Entrepreneurship, RK Singh. Source: Ministry of New and Renewable Energy

In an earlier statement, emphasizing the importance of this step, Singh had said that the move would give further fillip to the smooth implementation of solar/wind energy projects in India. It fulfills a long pending demand of the industry to resolve expeditiously, unforeseen disputes that may arise beyond the scope of Contractual Agreements.

The Solar and Wind Industry have been demanding setting up of Dispute Resolution Mechanism by MNRE for quite some time, to resolve expeditiously, unforeseen disputes that may arise beyond the scope of Contractual Agreements between solar power developers / wind power developers and SECI/ NTPC.

The issue was considered and it was felt that there is need to erect a transparent, unbiased Dispute Resolution Mechanism, consisting of an independent, transparent and unbiased Dispute Resolution Committee (DRC), for resolving the unforeseen disputes that may arise in implementation of contractual agreements and also for dealing with issues which are beyond the scope of Contractual Agreements between solar power developers/ wind power developers and SECI / NTPC.

The mechanism of Dispute Resolution Committee (DRC) will be applicable for all solar/ wind Schemes/ Programmes/ Projects being implemented through/ by SECI/ NTPC.

The DRC will consider following kinds of cases:

(a) All cases of appeal against decisions given by SECI on Extension of Time requests based on terms of contract: All requests for extension of time due to recognized ‘Force Majeure’ events like flood, earthquake, delay in handing over of land by Solar Park Developers, delay in connectivity, etc. will be dealt strictly as per Contractual Agreements. In all such cases, the solar power developers / wind power developers shall make an application for grant of Extension of Time (EoT) within the time specified in the Contractual Agreement. If application is not made within the time limit prescribed in the Contractual Agreement, it shall be summarily rejected by SECI/ NTPC. If application is made within the time limit, the request will be examined and final decision given to solar power developer/ wind power developer within 21 days from the date of application. No separate extension of time shall be granted for overlapping periods of effect by two or more causes. If the developer is not satisfied with the decision of SECI/ NTPC, then it may appeal to the Dispute Resolution Committee (DRC), within 21 days of SECI/NTPC’s order after paying a fee, to be decided by the DRC, which in any case shall not be less than 5% of the impact of SECI’s/NTPC’s decision being challenged. This fee shall be deposited into the Payment Security Fund maintained by SECI/ NTPC for the project concerned. In case, the Government upholds the appeal in toto, after taking into consideration the recommendation of DRC, and strikes down the SECI order, then the fee so collected shall be refunded, provided the DRC makes a recommendation for the same and the Government passes a specific order to that effect. The Fee which may be received and is not required to be refunded, shall be credited to the appropriate Payment Security Fund being maintained by SECI/NTPC.

(b) All requests of Extension of Time not covered under the terms of contract: All cases involving unforeseen issues/ circumstances not covered under Contractual Agreements like cases where the site is to be procured by the developer but there is delay in land allotment due to policy change or registration by the Government, delays in grant of proposed connectivity due to court stays, etc., will be placed before the DRC for consideration and make recommendations to Ministry of New & Renewable Energy (MNRE) for appropriate decision.

The ‘Dispute Resolution Committee’ (DRC) will examine all such cases referred to it, including the cases where the developer is not satisfied with the decision of SECI/NTPC and it decides to appeal after paying the required fee as laid down under Para (ii) (a) above, in a time bound manner and submit its recommendations to the Ministry of New & Renewable Energy (MNRE), not later than 21 days from the date of reference.

The recommendations of the ‘Dispute Resolution Committee’ (DRC) along with MNRE’s observations, will be placed before Minister (NRE) for final decision. The Ministry shall examine and put up such recommendations to Minister (NRE) with the comments of IFD within 21 days of receipt of recommendation from the DRC.

To arrive at any decision, Committee will be free to interact with the relevant parties of the case and shall record their views. For presenting the case before the DRC, no lawyers shall be permitted.

Bharatmala-I has outlay of Rs 5,35,000 Cr

Bharatmala-I has outlay of Rs 5,35,000 Cr

The Bharatmala Pariyojna Phase-I was approved at an estimated outlay of Rs. 5,35,000 Crore. A total of 24,800 kms length of National Highways have been considered in Phase-I as well as 10,000 km residual road works under NHDP. Under this program, the Ministry of Road Transport and Highways has identified stretches for development of about 9,000 km length of Economic corridors, about 6,000 km length of Inter-corridor and feeder roads, about 5,000 km length of National Corridors Efficiency improvements, about 2,000 km length of Border and International connectivity roads, about 2,000 km length of Coastal and port connectivity roads, about 800 km length of Expressways. No road project in the States of Andhra Pradesh and Telangana has been envisaged under Border and International Connectivity roads component of this programme. Total 17 nos. of road projects having an aggregate length of about 701.4 km have been approved under Bharatmala Pariyojana Phase-I till March, 2019 in the States of Andhra Pradesh and Telangana. Out of 17 nos. projects, 15 nos. of road projects having an aggregate length of about 631.7 km have been awarded till March, 2019 in the States of Andhra Pradesh and Telangana.

However, under Border Roads and International Connectivity Roads component of Bharatmala Pariyojana Phase-I, 07 nos. of road projects with an aggregate length of about 1,042 kms and total cost as Rs. 4,916 crores (approx.) have been awarded till March, 2019 in entire country. Under Coastal Roads and Port Connectivity roads component of this programme, 05 nos. of road projects with total length of about 163 kms and total cost as Rs. 2,469 crores (approx.) have been awarded till March, 2019 in entire country. Progress of all the projects is monitored electronically for ensuring completion of projects as per schedule.

This information was given by the Union Minister for Road Transport and Highways Nitin J Gadkari in a written reply in Rajya Sabha today.

News source: Press Information Bureau.

Swachh Bharat good for ground water: Study

Swachh Bharat good for ground water: Study

Union Minister for Jal Shakti Gajendra Singh Shekhawat has said that Swachhata affects all aspects of the environment – be it groundwater, surface water, soil or air – as well as health and well-being of the communities in ODF regions. Praising the Swachh Bharat Mission for bringing a reduction in ground water contamination, he said, the WHO 2018 study had estimated that the Swachh Bharat Mission will save over 3 lakh lives by the time India is Open Defacation Free. Releasing two independent third-party studies conducted on the Swachh Bharat Mission (Grameen), the Minister said, the Mission will continue to positively impact people’s lives for a long time to come.

These studies, commissioned by UNICEF and the Bill and Melinda Gates, were aimed at assessing the environmental impact and communication footprint of the Swachh Bharat Mission (Grameen) respectively. The full reports as well as the summary reports of both the studies can be downloaded from mdws.gov.in and sbm.gov.in.

Union Minister for Environment and Forests Prakash Javadekar highlighted the significance of launching these studies on World Environment Day. He said that the United Nations, aware that the protection and improvement of the human environment is a major issue which affects the well-being of peoples and economic development throughout the world, designated 5th June as World Environment Day. He added that it is only fitting that UNICEF has chosen this day to release its findings on the positive impact the Swachh Bharat Mission has had on the environment of rural India.

Secretary, Government of India, Parameswaran Iyer, in his opening remarks, shared that the rural sanitation coverage in the country had crossed the 99% mark and that the Mission was in the final stretch of its completion with 30 States and Union Territories already having declared themselves free from open defecation. He said that the Mission is focusing on sustaining the gains of this progress and to extend the momentum to the ODF-plus phase which includes solid and liquid waste management.

Summary of the study findings

Under the “Environmental impact of the Swachh Bharat Mission on Water, Soil, and Food” by UNICEF, groundwater samples were collected and studied from ODF and non-ODF villages of Odisha, Bihar and West Bengal. The study found that, in terms of faecal contamination, non-ODF villages were, on average:

  • 11.25 times more likely to have their groundwater sources contaminated (12.7 times more from contaminants traceable to humans alone)
  • 1.13 times more likely to have their soil contaminated
  • 1.48 times more likely to have food contaminated and 2.68 times more likely to have household drinking water contaminated.
  • The study findings indicated that these substantial reductions may potentially be attributed to the improvement in sanitation and hygiene practices, as well as supportive systems such as regular monitoring and behaviour change messaging, which have all been critical aspects of the Swachh Bharat Mission (Grameen).

IEC footprint study by Gates Foundation

The “Assessment of the reach and value of IEC activities under Swachh Bharat Mission (Grameen)” conducted by Dalberg, supported by the Bill and Melinda Gates Foundation, estimated the scale of IEC activities within the Mission and assessed associated monetary and in-kind costs, and outputs such as reach. The study found that:

  • SBM mobilized a spend equivalent worth INR 22,000 to 26,000 crores in monetary and non-monetary IEC activities.
  • Of this spend equivalent, cash expenditure on IEC activities spent by the Government, private sector, and the development community was estimated to be between INR 3,500 – 4,000 crores.
  • Of this cash spend, ~20% (~INR 800 crores) was spent by the Ministry of Drinking Water and Sanitation (MDWS), ~35% (~INR 1,250 crores) by the State Sanitation Departments, ~25% (~INR 1,000 crores) by other government ministries, and the other ~20% by the private sector (CSR and business expenditures) and the development sector collectively.
  • An average person living in rural India was exposed to between 2,500 – 3,300 SBM related messages over the last five years.
Gadkari takes charge of transport ministry

Gadkari takes charge of transport ministry

Nitin Gadkari took charge of the office of the Union Minister for Road Transport and Highways in New Delhi today. He also holds the portfolio of the Union Minister for Micro, Small and Medium Enterprises.

Gadkari was Union Minister for Road Transport and Highways, Shipping, Water Resources, River Development and Ganga Rejuvenation in the previous government.

Gadkari is a member of Lok Sabha since May, 2014. He was earlier a member of the Maharashtra Legislative Council during 1989-2014. He was Minister for PWD in Maharashtra Government during 1995 to 1999.

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