This dataset provides details on highly-rated children's books, encompassing their descriptions, the target age ranges they are written for, and recommended reading ages. Its core purpose is to help identify the intrinsic features that characterise books suitable for various age groups. Furthermore, it offers potential for developing models capable of automatically assigning an appropriate age range to new books based solely on their textual descriptions.

Columns

• Title: The title of the book.
• Author: The author of the book.
• Desc: A synopsis or detailed description of the book.
• Inerest_age: Indicates the intended interest age group for the book.
• Reading_age: Specifies the recommended reading age for the book.

Distribution

The data files are typically formatted as CSV. The exact number of rows or records within the dataset is not specified in the provided information. It is important to note that when accessing or reading the file, "ISO-8859-1" encoding should be utilised to ensure proper interpretation and avoid potential errors.

Usage

This dataset is well-suited for several applications, including: * Analysing and understanding the defining features of books across different age categories. * Developing machine learning models, particularly using Natural Language Processing (NLP) techniques, to automate the assignment of age ranges to new book descriptions. * Conducting educational and learning analytics research related to children's literature. * Creating data visualisation projects that explore patterns in highly-rated children's books.

Coverage

The dataset is listed as having a Global region for its coverage. Its scope primarily focuses on children's books, with specific demographic information provided through the 'interest age' and 'reading age' columns. There is no specified time range detailing the publication years of the books included.

License

CCO

Who Can Use It

This dataset is valuable for a range of users, such as: * Data scientists and machine learning engineers with an interest in NLP, text classification, or building recommendation systems for children's content. * Researchers and educators focused on literary analysis, child development, or learning analytics. * Developers looking to integrate age-appropriate content recommendations into applications. * Individuals interested in exploring trends and characteristics within children's literature.

Dataset Name Suggestions

• Children's Book Age Ratings Data
• Youth Literature Characteristics
• Highly Rated Kids Books Dataset
• Book Age Prediction Data

Attributes

Original Data Source: Highly Rated Children Books And Stories

This dataset is about book series. It has 1 row and is filtered where the books is Demographic behavior in the past : a study of Fourteen German village populations in the eighteenth and nineteenth centuries. It features 10 columns including number of authors, number of books, earliest publication date, and latest publication date.

During a survey held in early 2021, it was found that 83 percent of adults aged between 18 and 29 years old had read a book in any format in the previous year, up by two percent from the share who said the same in 2019. The survey results showed that adults within this age category were more likely than older respondents to have read a book within the last twelve months.

Book readers in the U.S.

While it is mostly believed that book reading is a vanishing pastime, particularly among Millennials, surveys among consumers in the U.S. have shown the opposite. The share of book readers in the U.S. has varied from 72 percent to 79 percent between 2011 and 2016.

In regards to age of book readers in the country, a 2016 survey shows about 80 percent of respondents between the ages of 18 to 29 had read at least one book in the previous 12 months, the highest share amongst all age groups. About 73 percent of the respondents aged between 30 to 49 years old said they read at least one book in the last 12 months. The share among respondents between 50 and 64 years old stood at 70 percent, whereas 67 percent of respondents aged 65 plus stated reading book during the time measured. In terms of education level, book readers in the U.S. are more likely to have a college degree, or at least some college education – 86 percent and 81 percent respectively. Women in the U.S. read slightly more than men; 68 percent of male respondents started reading at least one book in the previous 12 months, against 77 percent of female respondents that said the same.

Despite the rise of digital platforms and the rising popularity of e-reading devices such as Kindle, Kobo and others, printed books still remain the most popular book format in the U.S., as 65 percent of Americans stated preference for printed books in 2016. E-books were consumed by 28 percent of respondents in 2016, whereas audio books were listened by 14 percent of the respondents. Millennials accounted for the largest share of printed book readers in the U.S. – 72 percent as of 2016.

A survey examining book readership in the United States as of February 2021 showed that ** percent of 18-to-29-year-olds had read a print book in the last year. The share was slightly lower among older adults, though more than ** percent of respondents in each age group reported having read at least one printed book in the 12 months leading to the survey.

Survey on Equipment and Use of Information and Communication Technologies in Households: Persons who have purchased specific products via the Internet (films, music, books,..) in the last 12 months by demographic characteristics and occasional online downloading preference. National.

In 2021, survey data on book readers in the United States revealed that ** percent of female respondents stated they had read or listened to at least one book in the previous 12 months. The share of men who had read a book in that time frame was slightly lower at ** percent, but marked an increase from the ** percent recorded two years earlier. Book readers in the U.S. Whilst digital formats have overtaken print in terms of popularity and consumption, many U.S. media consumers still enjoy a good book – though women tend to read more books than men. A 2018 survey showed that 11 percent of U.S. women read ** or more books that year, compared to **** percent of male respondents. Women were also more likely to prefer reading books in paperback format, and much less likely to be fans of comic books. Regardless of adults’ preferences, something which many U.S. readers agree on is the importance of reading to children. According to a report on family reading habits, 58 percent of parents with a child aged between three and five years old said that they read aloud to their child **** to ***** times per week. The frequency of read-aloud time diminished as children grew older, usually because the child could then read independently, though some children eventually swap reading for other activities such as playing video games, watching television, or using social media.

This dataset features highly-rated children's books, including their target interest age, recommended reading age, and a detailed synopsis. Its primary purpose is to facilitate the understanding of underlying characteristics that define books for various age ranges. This insight can then be used to develop rules for automatically assigning an appropriate age range to new books based on their descriptions.

Columns

• Title: The full title of the book.
• Author: The name of the book's author.
• Desc: A brief synopsis or description of the book's content.
• Inerest_age: The suggested interest age group for the book.
• Reading_age: The recommended reading age group for the book.

Distribution

The data files are typically provided in CSV format. Users should note that an ISO-8859-1 encoding may be required for reading the file correctly. Specific numbers for rows or records are not currently available within the provided information.

Usage

This dataset is ideal for: * Analysing literary features that correlate with specific age groups. * Developing machine learning models to predict or assign age suitability for books. * Creating recommendation systems for children's literature based on age and content. * Supporting educational research into reading development and content appropriateness.

Coverage

The dataset's geographic coverage is global. Its scope focuses on highly-rated children's books, with details pertaining to their target interest and reading ages. There are no specific notes on time range or further demographic breakdown beyond the age categories for children.

License

CCO

Who Can Use It

• Data Scientists and Machine Learning Engineers: To train models for age classification of literary content or develop content recommendation systems.
• Researchers: Studying children's literature, educational trends, or natural language processing applications in textual analysis.
• Educators and Librarians: To inform selections of age-appropriate books and understand reading levels.
• Content Developers: For creating educational tools or platforms that categorise books by age.

Dataset Name Suggestions

• Children's Book Age & Description Dataset
• Highly Rated Children's Books and Stories
• Literary Age Suitability Dataset
• Kids' Books Characteristics

Attributes

Original Data Source: Highly Rated Children Books And Stories

This dataset is about book series. It has 1 row and is filtered where the books is The American family : a demographic history. It features 10 columns including number of authors, number of books, earliest publication date, and latest publication date.

This dataset is about books. It has 1 row and is filtered where the book is Population, gender and politics : demographic change in rural North India. It features 7 columns including author, publication date, language, and book publisher.

Contains resident demographic data at a summary level. The Resident Data Book is compiled to serve as an information source for queries involving resident demographic as well as a source of data for internal analysis. Statistics are compiled via HUD mandated annual income reviews involving NYCHA Staff and residents. Data is then aggregated and compiled by development. Each record pertains to a single public housing development.

Book Publishing Market Outlook 2032

The global book publishing market size was USD 121.5 Billion in 2023 and is projected to reach USD 164.16 Billion by 2032, expanding at a CAGR of 3.4% during 2024–2032. The market growth is attributed to the increasing digitalization and rising demand for audiobooks.



Growing popularity of e-books is projected to boost the book publishing market. The advent of digital technology has revolutionized the way people consume content, with e-books becoming increasingly popular due to their convenience and accessibility. This shift toward digital reading is particularly noticeable among younger demographics, who prefer the flexibility of reading on various devices, such as tablets and smartphones. Additionally, e-books offer features such as adjustable text size and built-in dictionaries, enhancing the reading experience.

Rising demand for personalized content is likely to propel the book publishing market. Readers are increasingly seeking unique, tailored content that caters to their specific interests and needs. This led publishers to invest in data analytics and customer insights to better understand their audience and create targeted content. This trend is particularly noticeable in the non-fiction genre, where books on niche topics are gaining popularity.

Impact of Artificial Intelligence (AI) in Book Publishing Market

Artificial Intelligence has a positive impact on book publishing market. AI's capacity to analyze vast amounts of data swiftly and accurately enables publishers to gain deeper insights into reader preferences and behavior. This data-driven approach allows for the creation of personalized content, targeting specific reader demographics and enhancing reader engagement. Furthermore, AI-powered tools streamline the editing and proofreading process, identifying errors and inconsistencies with greater precision than human editors. This improves the quality of published books and reduces the time and cost associated with manual editing.

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This dataset is about books. It has 1 row and is filtered where the book is Aging : demographics, health, and health services. It features 7 columns including author, publication date, language, and book publisher.

Online Book Services Market Outlook

According to our latest research, the global online book services market size reached USD 23.7 billion in 2024, reflecting robust digital adoption across multiple verticals. The market is experiencing a steady expansion, with a CAGR of 8.9% anticipated from 2025 to 2033. By the end of the forecast period, the market is projected to attain a value of USD 50.1 billion. This growth is propelled by factors such as the increasing penetration of internet-enabled devices, evolving consumer preferences for digital content, and rising investments in digital education platforms. As per our latest research, the market is witnessing significant transformation, driven by technological advancements and the expanding reach of online book providers worldwide.

The primary growth driver for the online book services market is the widespread adoption of smartphones, tablets, and e-readers, which has fundamentally changed how consumers access and consume literary content. The convenience of instant access to a vast array of books, magazines, and journals has made digital platforms highly attractive, especially among younger demographics and urban populations. Furthermore, the integration of advanced features such as cloud libraries, personalized recommendations, and interactive content has enhanced user engagement and retention. The proliferation of high-speed internet and affordable data plans in both developed and emerging markets has further facilitated this shift toward digital reading, making online book services increasingly mainstream.

Another significant factor contributing to the growth of the online book services market is the evolution of content delivery models, particularly the rise of subscription-based services. Subscription models offer users unlimited access to extensive collections of e-books and audiobooks for a fixed monthly fee, making digital reading more economical and accessible. This model has gained widespread acceptance among both individual readers and institutional users, including schools, universities, and libraries. Additionally, the ongoing digital transformation in the education sector, accelerated by the COVID-19 pandemic, has led to a surge in demand for online textbooks and academic resources, further expanding the market's reach and relevance.

Technological innovation continues to play a pivotal role in shaping the online book services market. Enhanced user experiences through artificial intelligence-driven recommendations, voice-enabled navigation in audiobooks, and integration with smart home devices are redefining how content is consumed. The development of multilingual platforms and region-specific content libraries is helping service providers cater to diverse global audiences. Moreover, partnerships between publishers and online platforms are ensuring timely and exclusive releases, adding value for subscribers. As competition intensifies, leading players are investing in secure digital rights management and seamless cross-device synchronization to maintain user trust and loyalty.

Regionally, the online book services market exhibits distinct growth patterns, with North America and Europe leading in terms of market share due to high digital literacy rates and established publishing ecosystems. However, the Asia Pacific region is emerging as the fastest-growing market, driven by a burgeoning middle class, increasing smartphone penetration, and government initiatives promoting digital education. Latin America and the Middle East & Africa are also witnessing gradual adoption, supported by improving internet infrastructure and rising demand for affordable educational content. These regional dynamics underscore the global nature of the market and the need for tailored strategies to address local preferences and regulatory frameworks.

Service Type Analysis

The online book services market is segmented by service type into e-books, audiobooks, textbooks, magazines & journals, and others, each contributing uniquely to th

The indicator is created from the Eurobarometer 79.2 survey’s GESIS datafile using regional subsamples. The regional subsamples were recoded to the NUTS 2016 regional boundary definitions with the regions R package. In the larger countries, where only NUTS1 level information was present (for example, in Germany and the United Kingdom), we imputed the NUTS1 territorial average values to the constituent NUTS2 regions.

A ‘dirty averaging’ was used to create regional averages, with scale national post-stratification weights to an expected value of 1. Al respondents who read at least one book in the previous 12 months were coded to have read a book.

This indicator was used in the Balázs Bodó, Dániel Antal, Zoltán Puha: Can scholarly pirate libraries bridge the knowledge access gap? An empirical study on the structural conditions of book piracy in global and European academia, in Plos ONE (Published: December 3, 2020.)

Survey on Equipment and Use of Information and Communication Technologies in Households: Persons who have purchased certain products via the Internet (films, music, books,..) in the last 12 months and have at some point preferred to download them from the Internet rather than receive them by postal mail by demographic characteristics and types of products. National.

The global e-book market, currently valued at $25,120 million in 2025, is projected to experience steady growth, exhibiting a Compound Annual Growth Rate (CAGR) of 1.8% from 2025 to 2033. This relatively modest growth reflects a maturing market, where initial explosive adoption has leveled off. However, several factors continue to drive market expansion. The increasing accessibility of e-readers and tablets, coupled with the convenience of digital distribution and widespread internet penetration, particularly in developing economies, fuel ongoing demand. Furthermore, the growing preference for digital content among younger demographics (Ages <18 and 18-35) significantly contributes to market volume. The segment encompassing fiction e-books dominates the market, reflecting a continued preference for narrative storytelling, while the non-fiction and educational e-book segments demonstrate consistent growth driven by the demand for accessible learning resources and professional development materials. Geographic distribution reveals a concentration of market share in North America and Europe, reflecting higher levels of e-reader ownership and digital literacy. However, growth potential remains significant in developing regions of Asia Pacific and South America, as digital infrastructure continues to expand. Competitive intensity is high, with major players like Amazon, Penguin Random House, and others vying for market share through strategic partnerships, content diversification, and technological innovations such as enhanced reading experiences and personalized recommendations. Market restraints include factors like piracy concerns, the persistent appeal of physical books for certain readers, and the need for ongoing investment in digital infrastructure in many regions. The ongoing evolution of reading habits, the rise of audiobooks, and the increasing popularity of other digital entertainment forms also present challenges. Despite these hurdles, the e-book market is expected to remain a substantial and profitable sector, driven by consistent demand, technological advancements, and ongoing expansion into new markets. The diverse segmentation within the e-book market – by age group and content type – presents opportunities for targeted marketing and product development. Companies must leverage data analytics and consumer insights to effectively cater to the specific needs and preferences of different reader demographics.

This dataset is about book subjects. It has 3 rows and is filtered where the books is Demographic trends in Scotland : context information paper. It features 10 columns including number of authors, number of books, earliest publication date, and latest publication date.

Online Book Reading Platforms Market Outlook

The global online book reading platforms market size was valued at approximately USD 3.5 billion in 2023 and is expected to grow to an impressive USD 11.2 billion by 2032, exhibiting a compound annual growth rate (CAGR) of 13.6% during the forecast period. This explosive growth is driven by the increasing adoption of digital content consumption, technological advancements in reading devices, and a significant shift in consumer reading habits towards online platforms. The rising accessibility and affordability of the internet worldwide have also been instrumental in facilitating the expansion of this market.

One of the primary growth factors contributing to the rapid expansion of the online book reading platforms market is the proliferation of smartphones and other portable digital devices. With millions of individuals now owning smartphones and tablets, access to online book reading platforms has never been easier. This convenience factor, coupled with the increasing availability of internet services, allows users to download and read books anytime and anywhere, thereby driving the market's growth. The trend of on-the-go reading has become particularly popular among younger demographics, who prefer digital formats for their ease and portability.

Furthermore, the increasing awareness and preference for environmental sustainability have led more readers to opt for digital books over traditional printed ones. The shift towards e-books helps in reducing paper consumption, which aligns with global efforts to promote environmentally friendly practices. Publishers are also recognizing the cost-efficiency of digital formats, which require no physical production or distribution, thereby reducing overhead costs and increasing profit margins. This economic advantage is encouraging more publishers to invest in and develop their digital offerings, thus propelling market growth.

Another significant factor driving market growth is the expansion of the educational sector’s adoption of digital learning resources. Educational institutions globally are increasingly incorporating e-books and online reading platforms into their curricula. This trend has been accelerated by the COVID-19 pandemic, which necessitated a swift shift to online learning. E-books offer a flexible and interactive way for students to access a wide range of learning materials. Additionally, the availability of various educational apps and platforms that integrate with e-book libraries enhances the learning experience, thereby boosting the market for online book reading platforms.

From a regional perspective, North America currently holds the largest market share, driven by high internet penetration rates, advanced technological infrastructure, and a high level of digital literacy among the population. The Asia Pacific region is expected to witness the highest growth rate during the forecast period, propelled by the increasing adoption of smartphones, rising internet penetration, and growing disposable incomes. Countries like China and India are leading this growth due to their large populations and rapidly expanding middle class, who are increasingly turning to digital content for entertainment and education.

Type Analysis

The online book reading platforms market can be segmented by type into subscription-based, pay-per-book, and free with ads. The subscription-based model has gained significant traction due to its predictable revenue stream and ability to provide users with unlimited access to a vast library of books for a fixed monthly fee. This model appeals particularly to avid readers who consume multiple books per month, offering them considerable cost savings compared to purchasing individual books. Additionally, subscription platforms often include features like personalized recommendations and offline reading, enhancing the user experience.

The pay-per-book model remains popular among casual readers who prefer to purchase books on a need-to-read basis rather than committing to a monthly subscription. This model allows users to buy and own specific titles, providing a sense of ownership and the ability to reread books at their convenience. It is particularly favored for the purchase of specific genres or high-demand new releases. Authors and publishers also benefit from this model as they receive direct revenue from book sales, making it an attractive option for self-publishing.

The POPLINK database contains personal records entered from parish registers from large parts of the Västerbotten county and the inland of Norrland. The database covers parish registers from the end of the 17th century until 1950. The personal records stem from different types of parish registers such as catechetical registers, birth and baptism registers, banns and marriage registers, migrations registers, and death registers.

These datasets, ranging from birth to death, provides possibilities to link together individuals and generations. The life stories of individuals as well as family histories can be tracked. Moreover, the dataset offers the possibility to study demographical and socio-economic changes over time across different regions and parishes.

The purpose of the POPLINK database is to provide detailed individual records from church books between the late 1600s and around 1950 for research. It enables studies on demography, social structures, and historical development in Sweden. POPUM offers data on, among other things, population development, migration patterns, economic changes, industrialization, agricultural communities, small-scale farming, Sámi history, and urbanization.

The database is a resource in many areas of research. Not least because of the possibility to link together POPLINK with other modern registers. This means, among other things, that the life sciences can investigate how nature and nurture influence the development of our most common national diseases, such as cardiovascular diseases, cancer, and diabetes. Within the social sciences and the humanities, the increasing access to personal records brings about an opportunity for new perspectives on the rise of the welfare state and the time that shaped the modern Sweden.

POPLINK is a research database, which means that only academic researchers can be given access. In some cases it requires approval from The Swedish Ethical Review Authority.

Online E-Book Services Market Outlook

The global online e-book services market size was valued at approximately $12.5 billion in 2023 and is projected to reach around $30.2 billion by 2032, growing at a compound annual growth rate (CAGR) of 10.1%. This growth is driven by increasing digital literacy and the convenience of accessing a vast range of literature at one's fingertips.

One of the primary growth factors for the online e-book services market is the widespread proliferation of internet services and the growing number of smartphone users worldwide. With the rapid adoption of digital platforms, readers are shifting from traditional paper books to digital formats, seeking the convenience of having multiple books on a single device. Additionally, smart devices have become more affordable, boosting the accessibility of e-book services across various demographics.

Another significant growth driver is the increasing inclination towards sustainable and eco-friendly practices. Traditional book printing involves substantial use of paper, which contributes to deforestation and other environmental concerns. E-books, on the other hand, offer a more sustainable and environmentally friendly alternative. Educational institutions and corporate sectors are increasingly adopting e-books to minimize their environmental footprint and promote sustainability.

The rise in remote learning and work-from-home trends has also significantly contributed to the growth of the online e-book services market. Educational institutions are incorporating e-books into their curriculum to offer flexible and accessible learning solutions. Similarly, corporate entities are utilizing e-books for employee training and development programs, ensuring that employees can access learning material anytime, anywhere. These trends have accelerated the adoption of e-books, driving market growth.

Regionally, North America holds a significant share of the market, primarily due to the high penetration of smart devices and the robust digital infrastructure in the region. However, the Asia Pacific region is expected to witness the highest growth rate during the forecast period. This growth can be attributed to the increasing internet penetration, growing number of smartphone users, and rising digital literacy rates in emerging economies such as India and China. Moreover, local publishers and content creators are increasingly partnering with e-book service providers to reach a broader audience.

Service Type Analysis

In the online e-book services market, the service type segment is categorized into subscription-based, pay-per-download, and rental services. Subscription-based services have gained immense popularity due to their cost-effectiveness and the convenience they offer. Users can access a vast library of e-books for a fixed monthly or annual fee, making it an attractive option for avid readers. These services often come with additional features such as personalized recommendations and offline reading, enhancing the user experience.

Pay-per-download services cater to users who prefer to purchase individual e-books rather than subscribing to a service. This model offers flexibility to readers who may not have a consistent reading habit or prefer owning specific titles. The pay-per-download segment remains relevant due to its straightforward pricing structure and the ability to own digital copies permanently. It is particularly popular among readers who seek niche or specialized content.

Rental services are emerging as a viable option for users who wish to access e-books for a limited period. This model is especially beneficial for students and researchers who need temporary access to academic or reference material. Rental services offer a cost-effective solution for accessing expensive textbooks and other educational resources, making them appealing to the educational sector. The flexibility and affordability of rental services are driving their adoption across various user segments.

The increasing competition among service providers is leading to the development of innovative service models and value-added features. Providers are continuously enhancing their platforms with features such as interactive content, multimedia integration, and collaborative tools to differentiate themselves in the market. These innovations are expected to drive further growth in the service type segment, catering to diverse user preferences and needs.

Report Scope