Tag Archives: Voice

With Changing Customer Behavior Pharma To Leverage AI For Better Engagement

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More than 55 million doses of Coronavirus vaccines were administered in India, reportedly, at the beginning of the last week of March 2021, in what is the world’s biggest inoculation drive. Notably, amid this mega initiative, the news media simultaneously reported that ‘India is facing a second wave of coronavirus because it let its guard down too soon.’ I also reiterated in my article of November 16, 2020 that in the thick of ‘Covid Vaccine Challenges – Abidance To Defined Health Norms Stays As Lifeguard.’

From the pharmaceutical industry perspective – as I had written on July 06, 2020, in the midst of this pandemic, there appears to be a break in the clouds that pharma should effectively leverage. There isn’t an iota of doubt that Covid pandemic, for-all-practical-purposes, has propelled healthcare into a virtual world, primarily for survival of business, maintaining the continuity.

Most pharma players, especially in the sales and marketing domain, either were not or, were using e-marketing, in a selective way, as a key strategic tool in their brand prescription generation process. The pace of this shift in the digital space is now getting accelerated to more than neutralize the long-term impact of unprecedented business disruptions that overwhelmed the industry, last year.

Interestingly, a large number of pharma marketers weren’t focusing much beyond syndicated retail and prescription audit data, in the old normal. Whereas, to make digital strategies work effectively during rapidly changing customer behavior and business environment, ‘customer centricity’ is no longer an option today. It’s rather a key business success factor for effective customer engagement, in the prevailing environment. Thus, unlocking the ‘Herculean Power’ of targeted data of many types and genre, is a pre-requisite for acquiring deep insight in this area, while moving in this direction.

Alongside, comes the need to unleash the power of Artificial Intelligence (AI) to ensure pinpoint accuracy in targeted strategy formulation for the same. Well before Covid struck, I wrote on April 01, 2019 – ‘A New Pharma Marketing Combo That Places Patients At The Center of Business,’ flagging a slowly emerging need. Covid, unexpectedly, has provided a strong tailwind to it, increasing its urgency manifold in the new normal.

Consequently, pharma marketers should have, at least, a working knowledge in this area – such as ‘machine learning’ and other analytics-based processes of AI that can help them enormously. In this article I shall discuss, why it is so important for today’s astute pharma marketers to hone their knowledge in this area for making a strategic shift towards ‘real-life’ Patient-Centricity. No wonder, why top pharma leaders now consider this transformation so critical for pharma strategy formulators, to acquire a cutting-edge in the digital marketing warfare.

Patient needs aren’t really at the center of a business strategy, today:

Despite so much hype on patient-centricity – in a true sense, patient-expressed needs aren’t generally placed at the center of a business strategy, as on date, unlike most non-pharma companies. That pharma players, by and large, don’t have a robust online feedback mechanism in place to capture ‘patient-experience’ with medications – directly from patients, vindicates the point.

As I reiterated in my article of March 21, 2021: ‘Measuring patient-experience has always been an integral part, virtually of all types of sales and marketing using digital platforms. We experience it almost every day, such as, while buying a product through Amazon, buying grocery items through D-Mart, scheduling a doctor appointment through Practo, buying medicines through PharmEasy, or even for availing a service through Urban Company.’

Thus, patient-experience, in their own words, with prescribed medications, is generally expressed to the physician, if at all. The process, generally, doesn’t get extended to drug companies’ strategy formulators for taking a patient-centric amendment, wherever needed.

However, assuming that doctors would convey the same to concerned medical representatives, it becomes a third hand (patient-doctor-Rep-Company) feedback, with commensurate distortions in each verbal transfer of communications. The outcome of this strategic gap has been captured in several research studies.

Outcomes of absence of online direct ‘patient experience’ feedback system:

Let me elaborate this point by quoting an example from a contemporary research in this area. This study was conducted by DrugsDisclosed.com in August 2020 with a total of 3,346 patients all taking medicine on a daily basis – aged between 18 and 80. The key findings are as follows:

  • 72% of patients feel ignored by pharma companies.
  • 76% don’t trust advice from them.
  • 81% feel that drug players influence prescribing decisions.
  • 63% would like to give product feedback to directly to companies.
  • 69% find their medication effective.
  • 81% feel their medication is needed.
  • 77% feel confident with their medication.
  • 82% don’t feel bothered by side effects from their medicine.
  • 73% take the medicine as agreed with their doctor.
  • 74% feel that the benefits of their medication outweigh the disadvantages.

The study concluded – the above insights show the need for patients’ voices to be heard by the pharma companies. If medicines are to solve health problems for billions of people who need them, listening to real-life patient-experience with medication, is the key to unshackle the full potential of the world’s health systems. Thus, pharma companies need to directly listen to what patients experience and express with their medicines. It will help them earn customer-trust and greatness in business, while gaining new and important insights for performance excellence.

I hasten to add, although, this study was conducted among patients residing in the UK, Ireland and Denmark, the core issue, even in India, is unlikely to be much different from what appears above. This genre of pharma marketing approach would warrant extensive use of AI, much more in the coming days – than ever before.

The above genre of pharma marketing calls for extensive use of AI:

The above genre of pharma marketing calls for extensive use of AI, much more in the coming days than ever before. For example, as new generations of Covid vaccines will come – with some without the use of needles, like a nasal drop, machine learning tools may be necessary for pinpoint accuracy in market segmentation. I reckon, there will be many such areas, where those companies who would use AI to orchestrate a cohesive customer experience, will drive stronger differentiation, better customer access and higher sales impact.

In that process, creating opportunities and empowerment for deserving marketers to reap the benefits of AI based digital tools and systems, such as machine learning with human integration within sales and marketing, will be the need of the hour. Gaining actionable insights from this endeavor, marketers need to go whole hog to unleashing the power and value of AI for achieving business excellence. I wrote about it, even during pre-Covid days – on July 15, 2019. But, this approach has assumed much greater importance in the new normal, when innovative e-marketing is gaining momentum to gain a competitive edge. However, this would require more investment in AI than what it is today.

The process has accelerated during the Covid pandemic:

This has come out clearly in the results of McKinsey Global Survey 2020 on AI. The paper is titled – ‘The state of AI in 2020’ and was published on November 17, 2020. The findings of the study ‘suggest that organizations are using AI as a tool for generating value. Increasingly, that value is coming in the form of revenues.’

Although, the number of these companies is small, they are planning ‘to invest even more in AI in response to the COVID-19 pandemic and its acceleration of all things digital.’ The paper emphasizes that this could create a wider divide between AI leaders and the majority of companies who are still struggling to capitalize on the technology.

Pharma’s increasing use of AI during the pandemic:

The above trend gets reflected in the ‘AI In Pharma Global Market Report 2021: Covid-19 Growth And Change.’ The report underscores, the global AI in pharma market is expected to grow from $0.91 billion in 2020 to $5.94 billion in 2025 at a CAGR of 47%. The initial spurt in growth was mainly due to companies resuming their operations and adapting to the new normal while recovering from the COVID-19 impact, the report underscores.

Although, the number of pharma entrants in this space isn’t yet very many, major players includePfizer, Novartis, IBM Watson, Merck, AstraZeneca and Bayer. Gradually, some Indian drug companies are also testing water in this area, as discussed in the article – ‘The Increasing Use Of AI In The Pharmaceutical Industry,’ published by Forbes on December 26, 2020.

Conclusion:

“Patient-Centricity” emerging as a hallmark, fueled by rapidly changing expectations and behavior of pharma customers, especially doctors and patients. To be effective with such changes in market dynamics – capturing ‘patient experience’ with medication – directly from them – to the respective companies online, is a necessity today.

Most other industries involved in digital marketing are already doing so. Pharma companies while embracing e-marketing can’t just wish it away, any longer. Today, when digital marketing has commenced in the pharma industry, with accelerated speed – machine learning alongside the creative application of AI powered analytics, can immensely help gaining actionable insights on customers. These include customer experience, their perception and pattern of usage of brands, besides channel preferences, preferred contents for effective engagement.

Thus, the consequences of not directly listening to patients’ voice on structured digital platforms – supported by analytics, can be ignored at pharma marketer’s own peril. Many of them may not yet be able to fathom the depth of its potential, opportunities and possible roadblocks, or simply unable to figure out where to begin with and – how. Experts’ hand-holding will be pivotal for them in the transition phase of this endeavor. From this perspective, I reckon, to keep pace with fast-changing customer behavior, pharma marketers need directly listen to patients’ voice online. And based on which, develop customized strategies by leveraging AI – for more productive engagement with them.

By: Tapan J. Ray   

Disclaimer: The views/opinions expressed in this article are entirely my own, written in my individual and personal capacity. I do not represent any other person or organization for this opinion.

Creating A Unique Patient Experience By Listening To Patients Voice – An Imperative In The New Normal

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Acquiring deeper insight on the patient journey through a disease treatment process to create and enhance end-to-end patient experience, never assumed such critical importance, ever in the past. Without this realization, I reckon, even digitalization of any scale in the pharmaceutical industry, is unlikely to yield desired results. The term ‘Patient experience’ is generally considered as ‘the summation of interactions that influence patient perceptions across the continuum of care, until now,’ as defined in an article, published by Aranca on February 28, 2020.

This isn’t a new concept. This subject was well-deliberated even before the pandemic crisis. For example, an article, published in the Pharma Voice on April 2014, had also highlighted this point. It wrote: “Too many companies continue to view the world as a physician-centric, and do not recognize the growing influence of the patient in treatment decisions. The evolution toward a fully integrated commercialization approach centering on the patient experience will continue to crystallize over the next five to 10 years. Within a few years the industry will universally have one goal that supports the patient experience, as there is a tremendous amount of attention being put on the patient today.”

Even thereafter, another paper, published in the Reuters Event Pharma, on August 17, 2017, also reiterated: ‘A greater understanding of the patient journey is rapidly becoming an essential tool for market access.’ It further elaborated that the use of patient journey data stands to benefit everyone:

  • Patients: through empowerment programs,
  • Pharma marketers and more widely, the Company: by targeting the right patient segment and the company more widely.

The paper concluded: ‘Given the potential benefits, pharmaceutical companies should develop a robust mechanism to design effective patient journeys, which could prove instrumental when it comes to bridging treatment gaps and improving quality of life for countless patients around the world.’

From this perspective, Covid-19 pandemic seems to have hastened the process with changing customer behavior and expectations in the new normal, thorough understanding of customer needs emerged as a key success requirement for pharma marketers. That said, customer experience has to be measured both qualitatively and quantitively through credible market research initiatives, capturing the patients’ views. Guessing the same, as was generally the common practice in the old normal, would no longer suffice. This article will dwell in this area.

The pandemic played a catalytic role:

That Covid-19 pandemic played a catalytic role to hasten the process of providing a unique patient experience during a patient’s journey through a disease treatment process in the digital world. This was vindicated by a ZS study, published on July 05, 2020. The analysis found – over the last three months several companies started looking at new ways to engage with patients. These include:

  • Forming patient panels – to continually check and monitor the quality of patient experience that the company is providing,
  • Connecting with patient advocacy groups – to get a pulse on critical needs
  • Leveraging the field force – to hear from physicians where their patients need the most help.

These are laudable initiatives for dovetailing patients’ views in the drug marketing strategy to provide a unique experience to patients during their end-end-to journey through a disease treatment process.

Measuring patient-experience – an integral part of digital sales and marketing:

Measuring patient-experience has always been an integral part, virtually of all types of sales and marketing using digital platforms. We experience it almost every day, such as, while buying a product through Amazon, buying grocery items through D-Mart, scheduling a doctor appointment through Practo, buying medicines through PharmaEasy, or even for availing a service through Urban Company.

The November 15, 2020 research report of DT Consulting has also reiterated this need. It found, patients seeking and receiving care, depend on a complex system of health providers—an environment in which pharmaceutical companies play an important role. ‘When seeking care, patients gravitate to experiences that other patients rated well; when receiving care, they prefer experiences that consistently meet or exceed their expectations,’ it underscored.

Why then all pharma digital initiatives for its customers aren’t in sync with such practices? It’s about time that pharma players also follow a similar path, to continually improve company offerings, based on what the customers expect from a company’s brand and services – regardless of whether they are doctors, patients or any other key stakeholder.

I re-emphasize, this initiative has to cover end-to-end of a customer journey starting from clinical development, brand launch and expansion of market access. In each of these stages, loose knots, if any, require to be tightened, after thorough deliberations, to delight the customers – and consequently rewarded by them, appropriately. While some progress can be seen in this area, pan industry progress in this space, still falls much short of other industries. A pharma company may continue to ignore its importance, even in the new normal, at its own peril.

The way forward won’t be a bed of roses, expect thorns to overcome:

The above ZS study also brought out some interesting facts, as follows:

  • 43% of participants cited difficulty identifying quantitative, measurable KPIs that fit within the organizational structure and practices,
  • 29% indicated a lack of tools and resources to help communicate tangible outcomes and the case for change
  • 22% cited organizational silos as the true barriers.

The good news is, as the study highlights, Covid-19 has proven that it’s quite possible to actually be more patient centric to create an exclusive brand experience for patients. But, many ‘organizations still have work to do, in getting there.’

Sermonizing what patients’ need, without involving them, may be counterproductive:

Things were quite different in predominantly a physician-centric world for patients, in the old normal. At that time, sermonizing the treatment needs of patients, blended with a heavy dose of respective company’s self-serving interest, sans patient involvement in the treatment decision making processes – worked. The same approach may not yield desired cost-effective outcomes, when the customer behavior, triggered by the pandemic, is fast changing, for various reasons.

‘Patients want more services before they are treated’ for a disease: 

Many patients have been asking for more services, especially from the pharmaceutical companies, even before they undertake the journey of getting a disease well treated by medical professionals, regardless of disease types. Till Covid-pandemic, this remained mostly an unmet need for many patients, as this is an arduous for most pharma players. Which is why, most drug companies did not want to jettison the traditional approach, in favor of being ‘patient-centric.’ Thus, the entire decision-making process for any disease treatment continued to remain ‘doctor-centric.’

This wasn’t an unknown need for most patients, either, as it was well documented through several research studies. For example, an Accenture survey of 10,000 patients had examined their unmet needs in seven different therapeutic areas across the entire patient journey. Its findings concluded, ‘patients want more services before they are treated for a disease, regardless of disease type.’ Interestingly, even when such services were available in some places, the vast majority of patients still are not aware of the availability of these patient services, the paper added.

The situation is different today:

Overall, the situation is different today, mostly because, during a long Covid-19 lockdown period, many patients started visiting the cyberspace to manage their health, in increasing numbers. With the experience thus gained, a large population, even in India, now consider digital as a primary channel to initiate the journey for their disease treatment, such as telehealth.

As judicious assimilation of knowledge has always been a source of wisdom, patients have now become wiser to demand more services from a drug company that will help them to get cured of diseases and maintain good health – the way they want. More importantly, patients have also realized that in most cases treatment alternatives to choose from, are plenty.

Thus, the above study of Accenture raised the following question for the pharma companies to ponder that is more relevant today than ever before: ‘Are pharmaceutical companies missing a significant opportunity to provide services at the earliest possible point in the patient journey – before they are even being treated for a disease?’ That’s why, ‘patients deserve as much focus, if not more, in pharma market research as ‘physicians.’

‘Patients’ deserve as much focus on market research as ‘physicians’:

In the old normal, medical reps, in general, used to expect their target physicians to educate the patients about the disease while prescribing their respective company’s brands. With many patients getting more and more informed in the digital world, pharma companies need to strategize a comprehensive patient engagement and educational campaigns, enabling patients to actively participate in their treatment decision making process, exactly the way they want, to improve quality of life.

From this perspective, collecting first-hand data on patient-experience, straight from the voice of patients, isn’t too common a practice for the drug companies, even today. It will rather be a new venture for many, to gain meaningful insights on the impact of their operational endeavor – from the patients’ perspective. This will, in turn, help organizations strategize more productive engagements with them, reaping a rich harvest.

The process starts with ferreting out patients’ needs from a variety of credible sources – after cross-checking and getting it vetted by focus groups of patients, in due course. Some pharma majors, reportedly, invite patients to narrate their experience in the disease treatment process, directly to medical reps at their sales meeting on virtual platforms. A few others have started patient-groups in the selected therapy areas, for the same purpose.

Nonetheless, pharma marketers to please ensure that their organizations need to genuinely care about the patients, making this onerous task deliver a win-win outcome for both. The key point to take note of is that its real purpose, in no way, should be achieving any company’s self-serving objectives, under this creative façade.

Conclusion:

Creating and enhancing the unique customer experience has been recognized as one of the key success factors in any industry, pharma business is no exception. Curiously, it could not draw as much focus as it should have been, until Covid-pandemic struck, triggering disruptive changes in the customer behavior and the overall commercial environment. The good news is, in tandem with their digital transformation process, several drug majors are now mulling about patient experience-driven marketing strategies.

For this purpose, the pre-requirement is to put in place a comprehensive patient experience measurement framework, to accurately understand the end-to-end journey of the patients in their disease treat processes. This would include, capturing their key unmet needs from various sources, including focus group studies of real patients, in various formats.

Prudent use of connected health applications and AI platforms may be of great help – supported by state-of-the-art analytics, to gain meaningful access to patients’ behavioral and attitudinal data for strategic use, in various digital platforms. This has the potential to deliver a quantum leap in business outcomes. From this perspective, I reckon, for creating a unique patient experience, listening to patient voice, is an imperative in the new normal.

By: Tapan J. Ray  

Disclaimer: The views/opinions expressed in this article are entirely my own, written in my individual and personal capacity. I do not represent any other person or organization for this opinion.

‘Data-giri’: Critical For A Rewarding New Product Launch

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Success in new product launches is a fundamental requirement to excel in pharma business – regardless of whether the drug is innovative or a generic one. For a novel, innovative molecule, associated risks are much higher, as it carries a huge amount of associated R&D expenditure.

The launch plan for a generic formulation or even a ‘me-too’ patented variety, can broadly replicate the first in the class molecule. Whereas, for any breakthrough innovative medicine – it’s a whole new ball game. There are virtually no footsteps to follow. Nonetheless, there is one thing common in both – a robust launch plan is pivotal to success, across the board.

In this regard, the March 2014 article titled, ‘The secret of successful drug launches’, of McKinsey & Company captures an interesting scenario: “About two-thirds of drug launches don’t meet expectations. Improving that record requires pharmaceutical companies to recognize the world has changed and adjust their marketing accordingly.”

On the same issue, Bain & Company also drew a similar outline with its article titled, ‘How to Make Your Drug Launch a Success,’ published about three and half years later – on September 06, 2017. It reported: “Our research shows that nearly 50 percent of launches over the past eight years have under-performed analyst expectations, and more than 25 percent have failed to reach even 50 percent of external revenue forecasts.”

The bottom-line, therefore, is – even if the success rate of new product launches has marginally improved, for various reasons, there still isn’t much to write home about it. In this article, I shall deliberate what type of approaches, when used with powerful cerebral inputs, could possibly improve this rate – significantly and sooner. Could it be with ‘Data-giri’?

What is ‘Data-giri’?

A good question. ‘Data-giri’ is quite an unheard-of terminology, probably was first used by the Chairman of Reliance Industries – Mr. Mukesh D. Ambani, on September 02, 2016. This happened when he announced the forthcoming launch of his mobile network ‘Jio’. At that time, light-heartedly he said:”We Indians have come to appreciate and applaud ‘Gandhigiri’. Now, we can all do ‘Data- giri’, which is an opportunity for every Indian to do unlimited good things, with unlimited data.”

As is known to many, the word ‘Gandhigiri’ is generally used in India to express the power in the tenets of Gandhism. Similarly, the expression ‘Data-giri’ may symbolize the power that the effective use of the right kind and quality of ‘data’ could provide. Unleashing the potential of relevant and requisite data for value creation, would assume critical importance, even in drug launches, more than ever before.

‘Data-giri’ in drug launches:

Right kind and volume of relevant ‘Data’ is fast becoming an important marketing weaponry. Its variety and quality of usage in business, would ultimately differentiate between success and failure.

Today, data usage in pharma marketing can no longer be restricted to just retail and prescription audits, supported at times by a few custom-made marketing research initiatives. The data that I am talking about here, covers mostly real-life and ongoing data in many areas, such as customer behavior, their practices, thinking pattern, aspirations, together with associated changes in trend for each – captured right from the early stages. The cluster of customers includes doctors, patients, healthcare providers and all other stakeholders.

To unleash the hidden power of data for gaining a productive space for brands in customers’ mind, building an arsenal of data for engagement in pharma marketing warfare, is emerging as a new normal for pharma players.

Accordingly, the bedrock of any strategic plan is shifting from – key decisions based mostly on gut feelings, to all such decisions standing on pillars of a large pool of well-analyzed data. From a new product-launch perspective, the basic data requirements would encompass some critical areas, which need to be focused on. I would illustrate this point with a few examples, as below.

Basic data requirements for a new product launch:

One such example in the above area, comes from United BioSource LLC (UBC) – a leading provider of pharmaceutical support service. It highlights 4 real-time basic data insights as critical to a successful drug launch, which I summarize as follows:

  • What market share I want to achieve?
  • Where are my potential high-volume prescribers?
  • What are the characteristics of patients who will receive my drugs?
  • Which physician specialties would prescribe my drug – immediate, medium and long term?

Successful companies do three things right:

Another example on what successful companies do right comes from the above research report of Bain & Company. It found that companies with successful launches do the following three things right:

  • They differentiate their drug through messaging, post-launch data and services.
  • They create broad customer advocacy via a superior customer experience.
  • They organize their launch as a micro-battle and ensure continuous ‘frontline feedback’.

The paper included a few other factors as, comprehensive market research, key opinion leader advocacy and competitive resourcing. The authors observed that pharma executives grossly underestimate several key success ingredients, including customer advocacy and organizing each launch as a micro-battle, with a real-time dual-feedback mechanism involving all concerned, to facilitate prompt intervention whenever required.

From both the above examples, none can possibly refute that without a meticulously created ‘data arsenal’, these exercises are feasible, in any way, for a rewarding new product launch outcome.

Data is fundamental to create a Unique Customer Experience (UCE):

As I wrote in my previous article, the expertise in creating a Unique Customer Experience (UCE) or aUnique Patient Experience (UPE) for a brand, would eventually separate men from the boys in the game of gaining product ‘market share’. Crafty use of data is fundamental for moving towards this direction.

One of the crucial requirements for UCE or UPE is taking a significant share of mind of consumers. This is possible by designing data-based cutting-edge differential advantages of the brand over others. In pharma marketing battleground, this could be done either – with only tangible brand features, or mostly with intangible benefits and perceptions, or an astute mix of both.

Data – essential to measure deviation against the strategic plan:

During any new product launch-phase, it is essential to capture and accurately measure all actual deviations against plan, taking place on the ground at each pre-defined milestone. The exact reasons for each need to be ferreted – both below or above expectations, for immediate necessary actions. This is important, as various studies indicate that the performance trend of a new product in the first six months from its launch, is a good indicator of its future performance.

All types of customer engagements, including selection of communication channels and platforms, should be ongoing research data-based. I emphasized this point in my previous article, as well. It was reiterated that ‘omnichannel content strategy’ for improving patient engagement and providing UPE, across all touchpoints in the diagnosis and treatment process, should be created over the bedrock of high-quality data.

Time for a switch from SOV to SOC:

Creating greater ‘Share of Voice (SOV)’ for a new brand, especially during its launch phase, would no longer work in pharma. This approach is based on the key premise of ‘Jo dikhta hai wo bikta hai’. This often-used Hindi phrase when translated into simple English, may be expressed as: ‘That which is seen is sold.’

In the pharma context SOV may be explained, as I understand: The percentage of total sales promotion and marketing activities for a brand within the sum total of the same in the represented therapy area. It is usually determined by measuring some key parameters, such as frequency and reach of doctors-call, or customer-contact, or even its rank in ‘top of mind brand recall.’

Greater SOV can make marketeers believe that enough is being done by the company to benefit potential brand consumers, which would help reaping a rich harvest. It may also reflect how busy they are with the execution of all planned-activities. On the other hand, consumer-experience may not be quite in sync with the intent and belief of the marketeers. They may not find enough value in the conventional brand marketing process. This is likely to happen much more in the future, as most consumers will want to experience a unique feeling of being cared enough by the company, while moving through all the touch points of the treatment process.

This trend calls for a major shift in pharma marketeers’ approach – from creating a greater SOV to offering greater SOC (Share of Care). I highlighted the importance of providing ‘care’ through several of my articles in the past, published in this blog. One such is titled “Creating A ‘Virtuous Cycle’ Through Patient Reach and Care”, published on April 09, 2018.

Conclusion:

The critical switch from SOV to SOC involves imaginative application of complex data of high quality.

A well-thought-out plan to fetch out critical answers aiming to provide UCE or UPE, will involve in-depth analysis of voluminous data of high quality, through modern-day analytics. From this perspective, fast learning of the art of ‘Data-giri’ is becoming a critical requirement for new product launch success in pharma, as we move on.

By: Tapan J. Ray   

Disclaimer: The views/opinions expressed in this article are entirely my own, written in my individual and personal capacity. I do not represent any other person or organization for this opinion.