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Showing posts with label data. Show all posts
Showing posts with label data. Show all posts

Tuesday, May 17, 2022

Notes on Book - The Digital Transformation Playbook

Digital transformation is not about technological expertise. It is about changing your strategic mindset in five key business domains--customers, competition, data, innovation, and value. Transform your legacy businesses into digitally data-driven ones or scale and expand your existing digital business by rethinking some key strategic approaches in the five domains.

Since the dawn of the digital age, one-way communication with customers no longer works. The consumer now has a more active and influential role in marketing. Redefine ways of engaging with customers and leverage their role as influencers.

According to David Roberts, five core customer network behaviors tend to drive the adoption of digital experiences. Reconfigure your marketing strategy to enable faster and easier access to your digital data and create compelling, interactive, and bespoke content that offers personalized experiences.

It breaks down customer network strategy generation into five simple steps. Define your strategy objectives, identify relevant customer segments and establish which broad customer engagement strategy and concept you want to focus on.

The digital age has forced businesses to look at strategic ways to work with your competition to leverage each other’s unique strengths. Find strategic ways to work with your direct competitors and unravel areas where asymmetric competition could prove challenging.

Digital platforms are basically channels that enable two or more parties to create and exchange value through business. Identify a platform offering by recognizing the distinct value it brings to two or more customer types and how it plays the role of a facilitator.

Digital technologies afford a lot of benefits to organizations including new customer acquisition and location-agnostic access. Assess and leverage the huge competitive benefits digital platforms offer to businesses in terms of liability, rapid scaling, and economic efficiency.

David Rogers writes about two distinct types of network effects – direct and indirect. Shortlist who you need on board to make your platform work. Formulate ways to monetize and prioritize your customers by their importance.

As you rethink competition, you will invariably face challenges within your organization. Understand the value of moving forward in the face of resistance and building an open culture that encourages creativity.

The role and possibilities of data in the digital age need to be seen as an intangible business asset. Recognize the distinction and value of diverse data types you need to make informed decisions and apply to create innovative solutions.

Big data has been the buzzword of the data revolution, but how does it help businesses? Understand how to gather and organize a large quantum of unstructured data and employ it effectively to formulate innovative solutions.

David Rogers suggested four templates for value creation to use customer data to grow business. Be able to use data to reveal critical patterns and identify and segment your customers.

Consolidating your understanding of data concepts and looking at ways to generate value from it. Earmark the area of impact and identify specific indicators to measure and evaluate progress.

Internal organizational challenges you might face when you initiate a shift towards a more data-driven approach. Identify the right skills and expertise for moving ahead with a data-led strategy. You will also be prepared to ensure data does not get stuck in departmental silos.

David Rogers draws attention to the ease of innovation in the digital age and offers seven principles that ensure you make the most out of your testing. Ensure cost-effective experimentation, keep your focus on the customer, and build leverage from fast iterations.

Rogers offers four broad paths to scale up your innovation in this episode. Choose and plan your next steps towards a phased launch or a full release of your offering into the market.

You will face internal organizational challenges when you try and build a test-and-learn culture. Recognize what it takes to build a culture of innovation in an organization. You will also discover the power of celebrating and learning from failure to foster creative thought.

The digital world with ever-evolving customer needs has meant that companies need to continuously adapt their value to meet those needs. Chart your route to adapt to new, challenging, or even shrinking market conditions.

Book offers a strategic six-step tool that will help you carve out your value proposition adaptation strategy. Detect potential threats and identify opportunities to build your value with your key customers.

Even as digital forces are transforming the way we do business, it does not mean you need to become a tech expert overnight. Identify and execute strategic changes that will help your business to adapt and succeed in the face of digital disruption.

(Emeritus Insights on the book by David Rogers)


I can be reached at gorask@gmail.com and whatsapp number 8800477973 for feedback, suggestions, ideas, collaboration, guest podcasts and other opportunities for working together.

My English Podcast "Lifebook" can be listened on the link https://anchor.fm/sanjay-gora7

My Hindi Podcast "Kitabi Keeda" can be listened on the link https://anchor.fm/sanjay-gora

Books written by me are available on Amazon, Flipkart and Notionpress sites.

https://www.amazon.in/s?i=stripbooks&rh=p_27%3ASanjay+Gora&ref=dp_byline_sr_book_1

https://www.flipkart.com/search?q=sanjay%20gora&otracker=search&otracker1=search&marketplace=FLIPKART&as-show=on&as=off

https://notionpress.com/author/36667

Thursday, February 17, 2022

Notes on Communication 170222

 36000 is the number of visual messages human eye can register in one hour. 15000 is the number of words the average adult can read per hour. So visual communication is better.


NLG, a subfield of artificial intelligence (AI), is a software process that automatically transforms data into plain-English content. The technology can actually tell a story – exactly like that of a human analyst – by writing the sentences and paragraphs for you. NLG is one of the fastest growing technologies being adopted in the enterprise. There many use-cases for NLG, but where it is seen to be most effective is when deployed to automate time-intensive data analysis and reporting activities.
Source- https://narrativescience.com/resource/blog/what-is-natural-language-generation/

Narrow AI is created to solve one given problem, for example, a chatbot. Artificial general intelligence (AGI) is a theoretical application of generalized artificial intelligence into any domain, solving any problem that requires AI.
Source- https://levity.ai/blog/general-ai-vs-narrow-ai#:~:text=What's%20the%20difference%20between%20narrow,any%20problem%20that%20requires%20AI.

Moments of epiphany tend to come in the unlikeliest of circumstances. For Ian Goodfellow, PhD in machine learning, it came while discussing artificial intelligence with friends at a Montreal pub one late night in 2014. What came out of that fateful meeting was “generative adversarial network” or (GAN), an innovation that AI experts have described as the “coolest idea in deep learning in the last 20 years.”
Source- https://bdtechtalks.com/2018/05/28/generative-adversarial-networks-artificial-intelligence-ian-goodfellow/


Goodfellow’s friends were discussing how to use AI to create photos that looked realistic. The problem they faced was that current AI techniques and architectures, deep learning algorithms and deep neural networks, are good at classifying images, but not very good at creating new ones.

Goodfellow came up with the idea of a new technique in which different neural networks challenged each other to learn to create and improve new content in a recursive process. That same night, he coded and tested his idea and it worked. With the help of fellow scholars and alums from his alma mater, Université de Montréal, Goodfellow later completed and compiled his work into a famous and highly-cited whitepaper titled “Generative Adversarial Nets.”

4 Vs of Data. Volume, Velocity, Variety and Veracity
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