CRM and Big Data Overview

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Questions and Answers

What is a key benefit of customization strategies in customer relationship management?

  • Reduces marketing efforts
  • Limits customer engagement
  • Improves customer services (correct)
  • Increases product prices

How does big data contribute to understanding customer preferences?

  • By uncovering hidden connections in behavior (correct)
  • Through the analysis of random data points
  • Through limited data sources
  • By providing less accurate information

Which statement best describes the interaction customers have with organizations?

  • Customers avoid sharing their experiences online.
  • Customers only engage through formal channels.
  • Customers can generate data from various activities. (correct)
  • Customer interactions are limited to feedback forms.

Why is velocity an important feature of big data analytics in CRM?

<p>It enables quick responses to customer inquiries. (D)</p> Signup and view all the answers

What role does customer feedback play in product development?

<p>It can lead to better products than competitors. (A)</p> Signup and view all the answers

What advantage do CRM staff gain from utilizing big data?

<p>Enhanced understanding of customer patterns (A)</p> Signup and view all the answers

What is one way customers voluntarily provide data?

<p>Through click stream activities on websites (C)</p> Signup and view all the answers

Which benefit does effective customer engagement provide to an organization?

<p>Loyalty and brand recognition (B)</p> Signup and view all the answers

What is a key factor influencing the acceptance of social CRM?

<p>Understanding of target audiences (A)</p> Signup and view all the answers

Which publication discusses public policies based on social networks?

<p>Public policies based on social networks for the introduction of technology (C)</p> Signup and view all the answers

Which aspect is important for managing relationships according to the communication-based marketing model?

<p>Effective messaging (C)</p> Signup and view all the answers

What is the focus of the research by Almunawar and Anshari in 2014?

<p>E-health through social CRM (C)</p> Signup and view all the answers

What year was the state of Web 2.0 published?

<p>2006 (C)</p> Signup and view all the answers

Which authors discuss the role of big data in customer relationship management?

<p>Almunawar and Anshari (C)</p> Signup and view all the answers

What strategy is highlighted in 'CRM at the Speed of Light'?

<p>Social CRM 2.0 strategies (D)</p> Signup and view all the answers

What is the main theme of the study on trains and Twitter?

<p>Firm-generated content (B)</p> Signup and view all the answers

What is one key function of Customer Relationship Management (CRM)?

<p>To record and analyze customer interactions (B)</p> Signup and view all the answers

How does big data analytics contribute to healthcare for newborns?

<p>By monitoring heart rates to ensure safety (B)</p> Signup and view all the answers

What is a significant benefit of cloud computing in the context of big data?

<p>It enhances the reliability of data analytics (B)</p> Signup and view all the answers

What percentage of marketers have effective solutions for collecting and analyzing big data?

<p>8% (B)</p> Signup and view all the answers

What technology is used by Toyota Prius to ensure safety on the road?

<p>Cameras, GPS, and sensors (B)</p> Signup and view all the answers

What role does big data play in reducing maintenance costs?

<p>It predicts equipment failures (B)</p> Signup and view all the answers

What is a characteristic of Web 2.0 platforms mentioned in the content?

<p>Emphasis on user collaboration and sharing (C)</p> Signup and view all the answers

What aspect of cloud computing is highlighted as critical for business operations?

<p>Responsiveness to service outages (D)</p> Signup and view all the answers

What are some potential benefits of big data analytics?

<p>Wider market reach (A), Enhanced decision-making capabilities (B)</p> Signup and view all the answers

Which entity is associated with the discussion on big data and industrial challenges?

<p>IEEE Symposium on Computers and Communication (C)</p> Signup and view all the answers

What is a key concern regarding big data analytics?

<p>Security and privacy issues (A)</p> Signup and view all the answers

What is a main theme discussed in the work of S. Reddy?

<p>Big data's role in detecting infections (B)</p> Signup and view all the answers

Which of the following is noted as a major component of the big data ecosystem?

<p>Data storage solutions (C), Predictive analytics (D)</p> Signup and view all the answers

What emerging technology is mentioned in conjunction with big data?

<p>Cloud computing (B)</p> Signup and view all the answers

Which topic does D. Agrawal primarily focus on?

<p>Cloud computing and big data (A)</p> Signup and view all the answers

What challenge is implied by B. Marr regarding the applications of big data?

<p>Potential misuse of data (D)</p> Signup and view all the answers

Which of the following articles discusses the value of big data analytics in marketing decisions?

<p>Creating Value with Big Data Analytics: Making Smarter Marketing Decisions (A)</p> Signup and view all the answers

What is a primary focus of the systematic review conducted by S.Akter and S.F.Wamba?

<p>Big data analytics in e-commerce (C)</p> Signup and view all the answers

Which company formed a partnership with IBM to leverage data analytics?

<p>Twitter (A)</p> Signup and view all the answers

What aspect of user experience does J.Schectman's article focus on?

<p>Improving video streaming through big data (D)</p> Signup and view all the answers

Which article addresses the intersection of social media, CRM, and big data technologies?

<p>Social Customer Relationship Management: Taking Advantage of Web 2.0 (B)</p> Signup and view all the answers

Which of the following authors contributed to a framework for analyzing market-based assets and shareholder value?

<p>R.K. Srivastava (C)</p> Signup and view all the answers

What is the primary research focus of Z.Sun and K.Strang’s article?

<p>Business analytics in enterprise information systems (C)</p> Signup and view all the answers

Which publication year is associated with the article discussing best practices in utilizing big data in marketing?

<p>2014 (A)</p> Signup and view all the answers

What is one benefit of big data in understanding customer expectations?

<p>It enables quicker and more accurate customer feedback. (A)</p> Signup and view all the answers

How do companies like Starbucks utilize big data?

<p>To evaluate customer reactions to new products. (B)</p> Signup and view all the answers

Which of the following is NOT a challenge faced by companies using big data in CRM?

<p>The lack of customer loyalty. (B)</p> Signup and view all the answers

What does Amazon.com achieve by utilizing big data analytics?

<p>It recognizes patterns in customer shopping behavior. (D)</p> Signup and view all the answers

How does big data contribute to cost efficiency in CRM activities?

<p>By speeding up the identification of effective CRM strategies. (A)</p> Signup and view all the answers

What aspect of big data allows companies to gain a competitive advantage?

<p>The ability to collect and analyze vast amounts of data. (B)</p> Signup and view all the answers

What is a primary purpose of social media analytics in relation to big data?

<p>To evaluate customer interactions on social platforms. (C)</p> Signup and view all the answers

Which statement best describes a potential drawback of big data?

<p>It can lead to overwhelm without proper expertise and tools. (C)</p> Signup and view all the answers

Which type of communication do most consumers prefer for brand interaction?

<p>Social media posts (B)</p> Signup and view all the answers

What is a characteristic shopping style of consumers who research thoroughly?

<p>They look for qualitative reviews and ratings. (B)</p> Signup and view all the answers

What aspect of a brand do consumers value most based on their preferences?

<p>Sustainability and ethics (D)</p> Signup and view all the answers

How do CRM 2.0 strategies differ from CRM 1.0 strategies?

<p>They emphasize community engagement and social interactions. (D)</p> Signup and view all the answers

What is the main focus of CRM 3.0 as indicated in the agenda?

<p>Value creation through enhanced interactions (B)</p> Signup and view all the answers

What is one major benefit of using behavioral engagement in CRM systems?

<p>It enables real-time analysis of user behavior. (D)</p> Signup and view all the answers

What does semantic search enhance in the customer search experience?

<p>Understanding of search queries' intent. (A)</p> Signup and view all the answers

What type of advertising is focused on tailoring messages based on user behavior?

<p>Behavioral advertising. (D)</p> Signup and view all the answers

Which of the following is a challenge posed by CRM 3.0?

<p>Increased emphasis on personal data protection. (A)</p> Signup and view all the answers

How does CRM 3.0 provide better customer insights?

<p>Through personalized interaction and data analysis. (D)</p> Signup and view all the answers

What is a key characteristic of CRM systems that leverage AI and ML?

<p>They provide real-time analysis of large datasets. (C)</p> Signup and view all the answers

Which of the following business benefits is NOT associated with CRM 3.0?

<p>Reduction of customer feedback mechanisms. (B)</p> Signup and view all the answers

What is the role of user empowerment in CRM 3.0?

<p>To enhance control over user data and interactions. (B)</p> Signup and view all the answers

What is a major benefit of operational efficiency in big data analytics?

<p>Reduces unexpected costs and downtime (B)</p> Signup and view all the answers

What is a key challenge related to data tracking in big data?

<p>Ensuring accuracy and security of data (D)</p> Signup and view all the answers

How can big data enhance customer insights?

<p>Through pattern recognition for better profiling and targeting (D)</p> Signup and view all the answers

What aspect of personalization is crucial for value creation?

<p>Utilizing data insights for personalized engagement (B)</p> Signup and view all the answers

Which of the following represents a significant challenge faced by organizations using big data?

<p>Generalizability of research findings (C)</p> Signup and view all the answers

What is a primary example of how big data is applied in real-life contexts?

<p>Real-time engine monitoring for predictive maintenance (D)</p> Signup and view all the answers

Which feature of big data contributes to creating emotional attachment with customers?

<p>Predicting trends based on historical data (A)</p> Signup and view all the answers

Which factor greatly influences the effectiveness of big data analytics in organizations?

<p>High-skilled data analysts for meaningful insights (D)</p> Signup and view all the answers

What characterizes CRM 2.0 compared to its predecessor?

<p>Utilization of social data insights (C)</p> Signup and view all the answers

Which feature is indicative of web 3.0?

<p>Real-time video streaming enhances interactions (C)</p> Signup and view all the answers

What is one of the business benefits of leveraging social data in CRM 2.0?

<p>Enhanced competitive advantage (C)</p> Signup and view all the answers

What does the term 'read+write+control web' refer to?

<p>The features of web 3.0 (A)</p> Signup and view all the answers

IBM's partnership with Twitter primarily aims to achieve which objective?

<p>Provide actionable insights from real-time data (C)</p> Signup and view all the answers

Which of the following accurately describes a feature of CRM 2.0?

<p>Encourages active customer engagement (C)</p> Signup and view all the answers

What technological advancement is associated with web 3.0?

<p>Internet of Things (IoT) (D)</p> Signup and view all the answers

What main advantage does interactive advertising provide in the context of CRM?

<p>Engagement through participatory elements (C)</p> Signup and view all the answers

Flashcards

Customer Relationship Management (CRM)

Gathering and analyzing customer data to improve understanding and engagement.

Big Data for CRM

Understanding customers' needs and preferences through data analysis.

Personalization

Tailoring marketing and communications to individual customers based on their data.

Customer Feedback

Encouraging customers to provide feedback on products and services.

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Customer Insights

Using data to understand customer preferences and predict behavior.

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Velocity in CRM

Using real-time data to respond quickly to customer needs.

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Simplicity in CRM

Using data to streamline CRM processes and simplify customer interactions.

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Data Sources for CRM

Collecting data from various sources, such as website activity, social media, and customer surveys.

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What is CRM (Customer Relationship Management)?

The process of managing customer interactions using technology to automate business processes. It encompasses sales, marketing, and customer service activities, with the goal of attracting new customers, nurturing existing ones, and building lasting relationships.

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What is Big Data Analytics?

Analyzing large datasets to uncover valuable insights that can improve decision-making and provide a competitive advantage for businesses. It involves collecting, cleaning, and analyzing data using advanced tools and techniques.

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What is an example of Big Data Analytics in action?

Using data analytics to improve the performance of machines and devices. Companies like Toyota are integrating data analytics into their cars to enhance safety and efficiency.

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What is Cloud Computing?

A method of storing and accessing data over the internet, allowing businesses to efficiently manage and utilize data without needing to store it locally. Cloud computing offers scalability, accessibility, and reliability.

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How can Big Data Analytics be used to improve machine performance?

The use of data analytics to optimize the performance of machines and devices, ensuring safety and efficiency. This can involve analyzing real-time data from sensors and cameras, providing insights for adjustments and improvements.

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Why is reliability a key advantage of cloud computing in big data applications?

The ability of cloud computing to maintain consistent availability and performance even when faced with challenges, providing businesses with confidence and reducing potential disruptions.

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What is Web 2.0?

The use of technology to enable collaboration, creativity, and information sharing among users. Examples include wikis, blogs, and social media platforms.

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How does Web 2.0 impact businesses?

Web 2.0 technologies, such as wikis, blogs, and social media, can facilitate collaboration, creativity, and information sharing beyond simple emailing and information retrieval. It allows for dynamic and interactive communication and knowledge creation.

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Big Data in CRM

Using large datasets to understand customer preferences and behavior, leading to personalized marketing and targeted campaigns.

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Social Media Analytics

Monitoring online conversations and social media to gather real-time customer feedback and insights.

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Personalized Marketing with Big Data

Using big data to analyze buying patterns and personalize offers, advertisements, and discounts.

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Multichannel Interaction

Analyzing customer interactions across websites, apps, and social media to understand their journey and preferences.

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Campaign Effectiveness

Big data helps companies measure the effectiveness of marketing campaigns and adjust strategies in real-time.

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Customer Retention

Big data can help predict customer churn and tailor retention strategies to keep customers engaged.

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Product Development & Innovation

Big data can help companies identify and analyze customer needs, leading to new product development and innovation.

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Big Data in CRM Challenges

The potential of big data in CRM comes with challenges like data security, privacy, quality, and the need for expertise to analyze and interpret the data.

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Social CRM

A type of customer relationship management (CRM) that leverages social media platforms to engage customers and build stronger relationships.

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Big Data Analysis

The process of gathering, analyzing, and interpreting large datasets to gain insights and make better decisions.

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Systematic Literature Review

The systematic and comprehensive review of existing research on a specific topic to synthesize findings and draw conclusions.

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Digital Divide

The gap in technology adoption based on factors like age, gender, and economic status.

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Social Media and Public Policy

The impact of social media on public policy, particularly in the adoption of new technologies.

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Omnichannel Marketing

The combination of online and offline strategies to create a unified customer experience.

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E-health

The use of technology to provide healthcare services remotely.

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What are the characteristics of Big Data?

Big Data is characterized by its volume (large amounts of data), velocity (data generated at high speed), variety (data in different formats), and veracity (data accuracy and reliability).

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How can Big Data Analytics benefit marketing?

Big Data Analytics can be used to improve marketing by better understanding customer preferences, personalizing campaigns, and optimizing marketing spend.

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What is Customer Relationship Management (CRM)?

Customer Relationship Management (CRM) leverages customer data to improve customer relationships, personalize communications, and enhance overall satisfaction.

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How does Big Data Analytics enhance CRM?

Big Data Analytics can improve CRM by providing a deeper understanding of customer behavior, preferences, and needs.

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How does Big Data Analytics benefit E-commerce?

E-commerce companies use Big Data Analytics to personalize product recommendations, optimize pricing, and improve customer service.

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How can Big Data Analytics benefit businesses?

Businesses can use Big Data Analytics to identify trends, predict future demand, and optimize supply chains.

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What are the applications of Big Data Analytics?

Big Data Analytics is a powerful tool for various industries, with applications ranging from healthcare to finance, helping organizations to innovate and improve decision-making.

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What is data velocity?

The idea that data is being generated at an increasingly rapid pace, creating a constant flow of information.

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What is data variety?

Refers to the variety of data sources and formats used in big data analysis. This includes structured data (like databases) and unstructured data (like images, videos, and social media posts).

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What is data volume?

The sheer volume of data being generated and collected. Big data involves dealing with massive amounts of information.

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What is real-time data analysis?

The process of analyzing data in real-time as it is generated, allowing for immediate insights and responses. Think about how data is used in traffic monitoring systems.

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What are common big data analytics techniques?

Techniques that involve using algorithms and statistical models to analyze large datasets and identify patterns, trends, and anomalies. This can include machine learning algorithms, clustering techniques, and data visualization tools.

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What are the potential benefits of using big data analytics?

The potential benefits of big data analytics include improved decision-making, enhanced efficiency, cost reduction, and better customer understanding.

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How does big data analytics drive competitive advantage?

Understanding and leveraging big data to improve decision-making and business outcomes helps companies gain a competitive advantage in their markets.

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Web 2.0

The evolution of web technology from static pages to interactive and user-generated content, allowing for greater connection and collaboration.

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Web 3.0

The latest iteration of the web, emphasizing decentralization, artificial intelligence, and blockchain technology, allowing for more secure, personalized, and transparent digital experiences.

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Big Data as a CRM Enabler

A way to leverage massive datasets to understand customer behavior, preferences, and needs, leading to more effective marketing and sales strategies.

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Value Creation in CRM

A CRM approach that focuses on creating and delivering value to customers by not only understanding their needs but also exceeding their expectations.

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Big Data

Large datasets with the characteristics of Volume, Velocity, Variety, Veracity, and Value.

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Data Analysis

The process of identifying and understanding the value of large datasets for strategic decision-making.

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Operational Efficiency

Using data to improve the efficiency and effectiveness of business operations.

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Predictive Analytics

Predicting future events based on historical data and patterns.

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Predict Trend

Creating emotional attachment and maximizing value chain strategies by understanding customer behavior and predicting trends.

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Data Authenticity

Ensuring the security and integrity of data from diverse sources to maintain accuracy and reliability.

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CRM 2.0 - Social Data Insights

A CRM approach that focuses on leveraging social media data and insights to personalize customer interactions and enhance engagement. It's about utilizing social media as a valuable tool for understanding and connecting with customers.

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IBM & Twitter Case - Real-time Insights

Real-time data insights from social media are used to provide businesses with actionable information. This allows for informed decision-making and personalized marketing strategies.

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CRM 3.0 - Value Creation

Emphasizes the creation of value through customer relationships. It goes beyond simply selling products and focuses on building lasting relationships with customers.

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CRM 1.0 - Personalization

Using data to personalize marketing and communications to each customer based on their individual needs and preferences.

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What is CRM?

Customer relationship management (CRM) refers to managing customer interactions and data to improve customer satisfaction and foster long-term relationships. It involves using technology to automate business processes and collect valuable customer insights.

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CRM Evolutions: 1.0, 2.0, and 3.0

CRM 1.0: This approach focused on providing personalized experiences for customers using data such as purchase history and preferences. It aims to create tailored marketing messages and targeted offers.

CRM 2.0: This approach leverages the social web to engage customers. It involves using social data insights, real-time feedback, and active customer engagement through social media platforms.

CRM 3.0: Value creation is central to this approach. It aims to build long-term relationships, understand customer needs, and go beyond traditional product-centric marketing.

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Behavioral Engagement in Web 3.0 CRM

CRM systems using Web 3.0 technologies can analyze user behavior in real-time. This means they can understand what users are doing and tailor responses based on individual preferences.

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Semantic Search

Semantic search focuses on understanding the intent behind a search query, not just matching keywords. This makes search results much more relevant. It's like searching for 'restaurants near me' and getting results for nearby restaurants, not just a list of websites with the words 'restaurants' and 'near'

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Behavioral Advertising

Behavioral advertising uses your web browsing history, preferences, and habits to show you targeted ads. So if you're researching laptops, you might see ads for laptops.

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CRM 3.0

CRM 3.0 is a new model of CRM that leverages user empowerment, better security, and AI/ML for better customer insights, improved relationships, and data-driven decision making.

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User Empowerment in CRM 3.0

Customer empowerment means giving customers more control over their data and interactions. They can choose how their information is used, and they have more power in the relationship with a company.

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Better Security in CRM 3.0

Better security is essential in CRM 3.0 as customer data is increasingly important. This means protecting data from breaches and ensuring user privacy.

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AI/ML in CRM 3.0

CRM 3.0 leverages AI and Machine Learning to automate tasks, analyze data, and improve customer interactions.

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Business Benefits of CRM 3.0

The business benefits of CRM 3.0 include deeper customer insights, better personalization, stronger customer relationships, and improved data-driven decision making.

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Study Notes

Customer Relationship Management and Big Data

  • Big data is a key element in modern Customer Relationship Management (CRM) strategies for personalizing and customizing services.
  • Big data is characterized by its volume, velocity, variety, veracity, and value, encompassing both structured and unstructured data.
  • Big data requires new tools and techniques for capture, storage, and analysis to improve decision-making and enhance customer management.
  • CRM with big data enables more aggressive marketing strategies, such as push notifications on smartphones to target audiences.
  • Organizations are increasingly using big data to analyze user behavior and tailor responses for individual preferences (real-time).

Big Data Characteristics

  • Volume: Processing massive data sets.
  • Velocity: Real-time data processing.
  • Variety: Diverse data formats (structured/unstructured).
  • Veracity: Data authenticity and reliability.
  • Value: Extracted value from data analysis.

Big Data in CRM

  • Big data provides insights into customer behavior and preferences.
  • Big data helps in customer profiling, enabling personalization and customization (demographics, online activities, purchase history).
  • Businesses use big data to understand customer needs and create targeted marketing strategies (e.g., promotions, advertisements).
  • Social CRM is a new approach to managing customer relationships through social media and other web 2.0 platforms (e.g., social networks, online conversations).
  • Big Data enables personalized customer interactions.

Challenges of Big Data in CRM

  • Limited technical support and expertise.
  • Difficulty in tracing customer behavior across online and offline channels (multi-channel tracking).
  • Integrating big data into existing CRM strategies and tools.
  • Data authenticity and reliability concerns (ensuring data accuracy and security from diverse sources).
  • Research may lack generalizability.
  • Expertise and tools are needed for effective analysis and use (to overcome challenges).
  • The ability to connect online and offline customer behavior is a challenge.

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