Data Definition

campaign_item_id : unique id of each adevertising campaign no_of_days : number of days campaign has been running time : timestamp on which the data was captured ext_service_id : id of each advertising platforms used ext_service_name : name of each advertising platforms used creative_id : id of the creative images used for ads creative_height : height of the creative image for the ad in pixels creative_width : width of the creative image for the ad in pixels search_tags : search tags used for displaying ads template_id : template used in the creative image landing_page : landing page url on which users clicked or browsed through advertiser_id : id of the advertiser advertiser_name : name of the place of the advertiser ( city , country , state ) network_id : id of the each agency advertiser_currency : currency of the country in which the advertiser operates in channel_id : id of each channel used for placed ads channel_name : name of the channel ( display , search , social , mobile video ) max_bid_cpm : maximum value of bid for optimizing cpm campaign_budget_usd : overall budget of the campaign or the amount of money that the campaign can spend impressions : the number of times an advertisement is displayed on a website or social media platform. clicks : the number of times an advertisement is clicked on by a user, leading them to the advertiser's website or landing page. currency_code : the currency code of the advertiser exchange_rate : a relative price of one currency expressed in terms of another currency. media_cost_usd : the amount of money that the campaign has spent on that particuar day position_in_content : position where the ad was placed on the website page unique_reach : the number of unique users who see your post or page. total_reach : the number of people who saw any content from your page or about your page. search_tags : a word or set of words a person enters when searching on Google or one of our Search Network sites. cmi_currency_code : campaign currency code time_zone : timezone in which the campaign is running weekday_cat : weekday / weekend catgeory keywords : a word or set of words that Google Ads advertisers can add to a given ad group so that your ads are targeting the right audience.

Goodwill-and-Other-Intagible-Assets Time Series for Applovin Corp. AppLovin Corporation engages in building a software-based platform for advertisers to enhance the marketing and monetization of their content in the United States and internationally. It operates through two segments, Advertising and Apps. The company offers AppDiscovery, an advertising solution, which matches advertiser demand with publisher supply through auctions; MAX, an in-app bidding technology that optimizes the value of a publisher's advertising inventory by running a real-time competitive auction; Adjust, a measurement and analytics marketing platform that provides marketers with the visibility, insights, and data needed to scale their apps marketing; and Wurl, a connected TV platform, which distributes streaming video for content companies and provides advertising and publishing solutions through its AdPool, TVBits, BrandDiscovery, ContentDiscovery, and Global FAST Pass products. It also provides SparkLabs, which uses app store optimization to enhance ad visibility; AppLovin Exchange, which connects buyers to mobile and CTV devices through a single RTB exchange; and Array, an end-to-end app management suite for mobile operators and end users. In addition, the company operates various free-to-play mobile games through its own or partner studios. It serves individuals, small and independent businesses, enterprises, advertisers and advertising networks, mobile app publishers, and indie studio developers. AppLovin Corporation was incorporated in 2011 and is headquartered in Palo Alto, California.

How many people use social media?

              Social media usage is one of the most popular online activities. In 2024, over five billion people were using social media worldwide, a number projected to increase to over six billion in 2028.

              Who uses social media?
              Social networking is one of the most popular digital activities worldwide and it is no surprise that social networking penetration across all regions is constantly increasing. As of January 2023, the global social media usage rate stood at 59 percent. This figure is anticipated to grow as lesser developed digital markets catch up with other regions
              when it comes to infrastructure development and the availability of cheap mobile devices. In fact, most of social media’s global growth is driven by the increasing usage of mobile devices. Mobile-first market Eastern Asia topped the global ranking of mobile social networking penetration, followed by established digital powerhouses such as the Americas and Northern Europe.

              How much time do people spend on social media?
              Social media is an integral part of daily internet usage. On average, internet users spend 151 minutes per day on social media and messaging apps, an increase of 40 minutes since 2015. On average, internet users in Latin America had the highest average time spent per day on social media.

              What are the most popular social media platforms?
              Market leader Facebook was the first social network to surpass one billion registered accounts and currently boasts approximately 2.9 billion monthly active users, making it the most popular social network worldwide. In June 2023, the top social media apps in the Apple App Store included mobile messaging apps WhatsApp and Telegram Messenger, as well as the ever-popular app version of Facebook.

AI-Enhanced Ad Performance Forecasting Market Outlook

According to our latest research, the global AI-Enhanced Ad Performance Forecasting market size reached USD 2.47 billion in 2024, reflecting robust adoption across diverse industries. With a compound annual growth rate (CAGR) of 18.2% expected during the forecast period, the market is projected to surge to USD 12.13 billion by 2033. This remarkable growth is fueled by increased demand for data-driven advertising strategies and the proliferation of digital channels, driving organizations to leverage artificial intelligence for more accurate, real-time ad performance insights.

The primary growth factor for the AI-Enhanced Ad Performance Forecasting market is the exponential rise in digital advertising expenditure globally. As businesses shift their focus from traditional to digital platforms, the complexity and volume of advertising data have surged. This has created a pressing need for advanced analytics tools capable of processing vast datasets and delivering actionable insights. AI-powered solutions are uniquely positioned to address these requirements, offering predictive analytics, automated optimization, and granular reporting that empower advertisers to fine-tune campaigns, maximize ROI, and reduce wasted spend. Furthermore, the integration of AI with programmatic advertising platforms has enabled real-time bidding and dynamic creative optimization, further enhancing campaign outcomes and driving market expansion.

Another significant driver is the growing sophistication of AI algorithms and machine learning models, which have dramatically improved the accuracy and reliability of ad performance forecasts. Innovations in natural language processing, computer vision, and deep learning have enabled these systems to analyze unstructured data from multiple sources, including social media, video, and mobile, providing a holistic view of campaign performance. The ability to predict consumer behavior, identify emerging trends, and personalize ad content at scale has been a game-changer for advertisers seeking to engage increasingly fragmented audiences. As a result, organizations across industries such as retail, BFSI, healthcare, and media are investing heavily in AI-enhanced forecasting solutions to stay ahead in the competitive digital landscape.

Regulatory developments and privacy concerns have also influenced market dynamics, particularly in regions with stringent data protection laws such as Europe and North America. While these regulations pose challenges, they have also spurred innovation in privacy-compliant AI models and data management practices, ensuring that ad performance forecasting remains both effective and ethical. Additionally, the rise of first-party data strategies and the phasing out of third-party cookies have underscored the importance of AI in extracting value from proprietary datasets. Vendors are responding by offering solutions that enable secure, privacy-centric analytics, further boosting market adoption among privacy-conscious organizations.

From a regional perspective, North America continues to dominate the AI-Enhanced Ad Performance Forecasting market, accounting for the largest revenue share in 2024. This leadership is attributed to the presence of major technology vendors, high digital ad spending, and a mature ecosystem of advertisers and agencies. Europe follows closely, driven by rapid digital transformation and regulatory emphasis on data transparency. The Asia Pacific region, however, is emerging as the fastest-growing market, propelled by the digitalization of economies, burgeoning e-commerce sectors, and increasing mobile penetration. Latin America and Middle East & Africa are also witnessing steady growth, supported by rising internet adoption and expanding digital advertising landscapes.

Component Analysis

The AI-Enhanced Ad Performance Forecasting market is segmented by component into software and services, each playing a pivotal role in shaping the industry’s tr

The Canadian contribution and data set prepared as part of the Global Media and Internet Concentration (GMIC) project offers an independent academic, empirical and data-driven analysis of a deceptively simple yet profoundly important question: have telecom, media and internet markets become more concentrated over time, or less? Media Ownership and Concentration is presented from more than a dozen sectors of the telecom-media-internet industries, including film, music and book industries. Note: The Master GMICP Workbook was revised to remove instances where App Store and advertising revenue for Advertising-based Video-on-Demand (AVOD) services delivered over the Internet had been double counted in the original data set released through Dataverse. The text of the report was also revised to reflect these corrections.

In 2024, Google ranked as the most valuable media and entertainment brand worldwide, with a brand value of 683 billion U.S. dollars. Facebook ranked second, valued at around 167 billion dollars. Part of the Tencent Group, WeChat and v.qq.com (Tencent Video) had a brand value of 56 billion and 17.5 billion dollars, respectively.

Property-Plant-and-Equipment-Net Time Series for Applovin Corp. AppLovin Corporation engages in building a software-based platform for advertisers to enhance the marketing and monetization of their content in the United States and internationally. It operates through two segments, Advertising and Apps. The company offers AppDiscovery, an advertising solution, which matches advertiser demand with publisher supply through auctions; MAX, an in-app bidding technology that optimizes the value of a publisher's advertising inventory by running a real-time competitive auction; Adjust, a measurement and analytics marketing platform that provides marketers with the visibility, insights, and data needed to scale their apps marketing; and Wurl, a connected TV platform, which distributes streaming video for content companies and provides advertising and publishing solutions through its AdPool, TVBits, BrandDiscovery, ContentDiscovery, and Global FAST Pass products. It also provides SparkLabs, which uses app store optimization to enhance ad visibility; AppLovin Exchange, which connects buyers to mobile and CTV devices through a single RTB exchange; and Array, an end-to-end app management suite for mobile operators and end users. In addition, the company operates various free-to-play mobile games through its own or partner studios. It serves individuals, small and independent businesses, enterprises, advertisers and advertising networks, mobile app publishers, and indie studio developers. AppLovin Corporation was incorporated in 2011 and is headquartered in Palo Alto, California.

In the fourth quarter of 2024, TikTok generated around 186 million downloads from users worldwide. Initially launched in China first by ByteDance as Douyin, the short-video format was popularized by TikTok and took over the global social media environment in 2020. In the first quarter of 2020, TikTok downloads peaked at over 313.5 million worldwide, up by 62.3 percent compared to the first quarter of 2019.

              TikTok interactions: is there a magic formula for content success?

              In 2024, TikTok registered an engagement rate of approximately 4.64 percent on video content hosted on its platform. During the same examined year, the social video app recorded over 1,100 interactions on average. These interactions were primarily composed of likes, while only recording less than 20 comments per piece of content on average in 2024.
              The platform has been actively monitoring the issue of fake interactions, as it removed around 236 million fake likes during the first quarter of 2024. Though there is no secret formula to get the maximum of these metrics, recommended video length can possibly contribute to the success of content on TikTok.
              It was recommended that tiny TikTok accounts with up to 500 followers post videos that are around 2.6 minutes long as of the first quarter of 2024. While, the ideal video duration for huge TikTok accounts with over 50,000 followers was 7.28 minutes. The average length of TikTok videos posted by the creators in 2024 was around 43 seconds.

              What’s trending on TikTok Shop?

              Since its launch in September 2023, TikTok Shop has become one of the most popular online shopping platforms, offering consumers a wide variety of products. In 2023, TikTok shops featuring beauty and personal care items sold over 370 million products worldwide.
              TikTok shops featuring womenswear and underwear, as well as food and beverages, followed with 285 and 138 million products sold, respectively. Similarly, in the United States market, health and beauty products were the most-selling items,
              accounting for 85 percent of sales made via the TikTok Shop feature during the first month of its launch. In 2023, Indonesia was the market with the largest number of TikTok Shops, hosting over 20 percent of all TikTok Shops. Thailand and Vietnam followed with 18.29 and 17.54 percent of the total shops listed on the famous short video platform, respectively.

During a 2024 survey among marketers worldwide, approximately 83 percent selected increased exposure as a benefit of social media marketing. Increased traffic followed, mentioned by 73 percent of the respondents, while 65 percent cited generated leads.

              The multibillion-dollar social media ad industry

              Between 2019 – the last year before the pandemic – and 2024, global social media advertising spending skyrocketed by 140 percent, surpassing an estimated 230 billion U.S. dollars in the latter year. That figure was forecast to increase by nearly 50 percent by the end of the decade, exceeding 345 billion dollars in 2029. As of 2024, the social media networks with the most monthly active users were Facebook, with over three billion, and YouTube, with more than 2.5 billion.

              Pros and cons of GenAI for social media marketing

              According to another 2024 survey, generative artificial intelligence's (GenAI) leading benefits for social media marketing according to professionals worldwide included increased efficiency and easier idea generation. The third place was a tie between increased content production and enhanced creativity. All those advantages were cited by between 33 and 38 percent of the interviewees. As for GenAI's top challenges for global social media marketing,
              maintaining authenticity and the value of human creativity ranked first, mentioned by 43 and 40 percent of the respondents, respectively. Another 35 percent deemed ensuring the content resonates as an obstacle.

As of February 2025, it was found that around 14.1 percent of TikTok's global audience were women between the ages of 18 and 24 years, while male users of the same age formed approximately 16.6 percent of the platform's audience. The online audience of the popular social video platform was further composed of 14.6 percent of female users aged between 25 and 34 years, and 20.7 percent of male users in the same age group.

Which county has the most Facebook users?

              There are more than 378 million Facebook users in India alone, making it the leading country in terms of Facebook audience size. To put this into context, if India’s Facebook audience were a country then it would be ranked third in terms of largest population worldwide. Apart from India, there are several other markets with more than 100 million Facebook users each: The United States, Indonesia, and Brazil with 193.8 million, 119.05 million, and 112.55 million Facebook users respectively.

              Facebook – the most used social media

              Meta, the company that was previously called Facebook, owns four of the most popular social media platforms worldwide, WhatsApp, Facebook Messenger, Facebook, and Instagram. As of the third quarter of 2021, there were around 3,5 billion cumulative monthly users of the company’s products worldwide. With around 2.9 billion monthly active users, Facebook is the most popular social media worldwide. With an audience of this scale, it is no surprise that the vast majority of Facebook’s revenue is generated through advertising.

              Facebook usage by device
              As of July 2021, it was found that 98.5 percent of active users accessed their Facebook account from mobile devices. In fact, almost 81.8 percent of Facebook audiences worldwide access the platform only via mobile phone. Facebook is not only available through mobile browser as the company has published several mobile apps for users to access their products and services. As of the third quarter 2021, the four core Meta products were leading the ranking of most downloaded mobile apps worldwide, with WhatsApp amassing approximately six billion downloads.

Social media companies are starting to offer users the option to subscribe to their platforms in exchange for monthly fees. Until recently, social media has been predominantly free to use, with tech companies relying on advertising as their main revenue generator. However, advertising revenues have been dropping following the COVID-induced boom. As of July 2023, Meta Verified is the most costly of the subscription services, setting users back almost 15 U.S. dollars per month on iOS or Android. Twitter Blue costs between eight and 11 U.S. dollars per month and ensures users will receive the blue check mark, and have the ability to edit tweets and have NFT profile pictures. Snapchat+, drawing in four million users as of the second quarter of 2023, boasts a Story re-watch function, custom app icons, and a Snapchat+ badge.

The global number of Facebook users was forecast to continuously increase between 2023 and 2027 by in total 391 million users (+14.36 percent). After the fourth consecutive increasing year, the Facebook user base is estimated to reach 3.1 billion users and therefore a new peak in 2027. Notably, the number of Facebook users was continuously increasing over the past years. User figures, shown here regarding the platform Facebook, have been estimated by taking into account company filings or press material, secondary research, app downloads and traffic data. They refer to the average monthly active users over the period and count multiple accounts by persons only once.The shown data are an excerpt of Statista's Key Market Indicators (KMI). The KMI are a collection of primary and secondary indicators on the macro-economic, demographic and technological environment in up to 150 countries and regions worldwide. All indicators are sourced from international and national statistical offices, trade associations and the trade press and they are processed to generate comparable data sets (see supplementary notes under details for more information).

As of April 2024, almost 32 percent of global Instagram audiences were aged between 18 and 24 years, and 30.6 percent of users were aged between 25 and 34 years. Overall, 16 percent of users belonged to the 35 to 44 year age group.

              Instagram users

              With roughly one billion monthly active users, Instagram belongs to the most popular social networks worldwide. The social photo sharing app is especially popular in India and in the United States, which have respectively 362.9 million and 169.7 million Instagram users each.

              Instagram features

              One of the most popular features of Instagram is Stories. Users can post photos and videos to their Stories stream and the content is live for others to view for 24 hours before it disappears. In January 2019, the company reported that there were 500 million daily active Instagram Stories users. Instagram Stories directly competes with Snapchat, another photo sharing app that initially became famous due to it’s “vanishing photos” feature.
              As of the second quarter of 2021, Snapchat had 293 million daily active users.

How much time do people spend on social media?

              As of 2024, the average daily social media usage of internet users worldwide amounted to 143 minutes per day, down from 151 minutes in the previous year. Currently, the country with the most time spent on social media per day is Brazil, with online users spending an average of three hours and 49 minutes on social media each day. In comparison, the daily time spent with social media in
              the U.S. was just two hours and 16 minutes. Global social media usageCurrently, the global social network penetration rate is 62.3 percent. Northern Europe had an 81.7 percent social media penetration rate, topping the ranking of global social media usage by region. Eastern and Middle Africa closed the ranking with 10.1 and 9.6 percent usage reach, respectively.
              People access social media for a variety of reasons. Users like to find funny or entertaining content and enjoy sharing photos and videos with friends, but mainly use social media to stay in touch with current events friends. Global impact of social mediaSocial media has a wide-reaching and significant impact on not only online activities but also offline behavior and life in general.
              During a global online user survey in February 2019, a significant share of respondents stated that social media had increased their access to information, ease of communication, and freedom of expression. On the flip side, respondents also felt that social media had worsened their personal privacy, increased a polarization in politics and heightened everyday distractions.

As of January 2024, Instagram was slightly more popular with men than women, with men accounting for 50.6 percent of the platform’s global users. Additionally, the social media app was most popular amongst younger audiences, with almost 32 percent of users aged between 18 and 24 years.

              Instagram’s Global Audience

              As of January 2024, Instagram was the fourth most popular social media platform globally, reaching two billion monthly active users (MAU). This number is projected to keep growing with no signs of slowing down, which is not a surprise as the global online social penetration rate across all regions is constantly increasing.
              As of January 2024, the country with the largest Instagram audience was India with 362.9 million users, followed by the United States with 169.7 million users.

              Who is winning over the generations?

              Even though Instagram’s audience is almost twice the size of TikTok’s on a global scale, TikTok has shown itself to be a fierce competitor, particularly amongst younger audiences. TikTok was the most downloaded mobile app globally in 2022, generating 672 million downloads. As of 2022, Generation Z in the United States spent more time on TikTok than on Instagram monthly.

As of April 2024, around 16.5 percent of global active Instagram users were men between the ages of 18 and 24 years. More than half of the global Instagram population worldwide was aged 34 years or younger.

              Teens and social media

              As one of the biggest social networks worldwide, Instagram is especially popular with teenagers. As of fall 2020, the photo-sharing app ranked third in terms of preferred social network among teenagers in the United States, second to Snapchat and TikTok. Instagram was one of the most influential advertising channels among female Gen Z users when making purchasing decisions. Teens report feeling more confident, popular, and better about themselves when using social media, and less lonely, depressed and anxious.
              Social media can have negative effects on teens, which is also much more pronounced on those with low emotional well-being. It was found that 35 percent of teenagers with low social-emotional well-being reported to have experienced cyber bullying when using social media, while in comparison only five percent of teenagers with high social-emotional well-being stated the same. As such, social media can have a big impact on already fragile states of mind.

During a 2024 survey, 77 percent of respondents from Nigeria stated that they used social media as a source of news. In comparison, just 23 percent of Japanese respondents said the same. Large portions of social media users around the world admit that they do not trust social platforms either as media sources or as a way to get news, and yet they continue to access such networks on a daily basis.

              Social media: trust and consumption

              Despite the majority of adults surveyed in each country reporting that they used social networks to keep up to date with news and current affairs, a 2018 study showed that social media is the least trusted news source in the world. Less than 35 percent of adults in Europe considered social networks to be trustworthy in this respect, yet more than 50 percent of adults in Portugal, Poland, Romania, Hungary, Bulgaria, Slovakia and Croatia said that they got their news on social media.

              What is clear is that we live in an era where social media is such an enormous part of daily life that consumers will still use it in spite of their doubts or reservations. Concerns about fake news and propaganda on social media have not stopped billions of users accessing their favorite networks on a daily basis.
              Most Millennials in the United States use social media for news every day, and younger consumers in European countries are much more likely to use social networks for national political news than their older peers.
              Like it or not, reading news on social is fast becoming the norm for younger generations, and this form of news consumption will likely increase further regardless of whether consumers fully trust their chosen network or not.

In 2023, Meta Platforms had a total annual revenue of over 134 billion U.S. dollars, up from 116 billion in 2022. LinkedIn reported its highest annual revenue to date, generating over 15 billion USD, whilst Snapchat reported an annual revenue of 4.6 billion USD.

During the fourth quarter 2024, approximately 20.6 million TikTok accounts were removed from the platform due to suspicion of being operated by users under the age of 13. During the last measured period, around 185 million fake accounts were removed from fake accounts removed from TikTok.