Showing posts with label social networks. Show all posts
Showing posts with label social networks. Show all posts

13 August 2025

Future of Social Media

Social media has long transcended its origins as a tool for connecting with friends, becoming a fundamental pillar of public discourse, commerce, and identity. However, as platforms like Facebook, Instagram, and X have matured, they face an increasingly complex future defined by external pressures from legal frameworks and internal challenges from their own algorithms. The next phase of social media’s evolution will be a tightrope walk between fostering engagement and upholding user rights in a world of ever-changing free speech laws and inherent algorithmic biases.

Globally, the legal landscape is forcing a re-evaluation of social media's role. In the past, platforms largely operated as private entities with broad immunity from liability for user-generated content under laws like Section 230 in the United States. Today, new regulations such as the European Union’s Digital Services Act (DSA) and the UK’s Online Safety Bill are introducing strict obligations for platforms to moderate illegal content, combat misinformation, and increase transparency. These laws, while intended to protect users, create a tension with the principle of free speech. They push platforms to either adopt more aggressive moderation policies to avoid hefty fines or face legal challenges that could fundamentally alter their business models. The result is a fragmented and often inconsistent approach to content moderation, where what is acceptable in one country may be removed in another, leaving platforms in a difficult position and users confused about their rights.

Simultaneously, the very engines that drive user engagement—the recommendation algorithms—are under intense scrutiny. These systems are designed to maximize time on-platform by feeding users content that is likely to hold their attention, which often leads to the amplification of polarizing, emotionally charged, or controversial material. This algorithmic bias, which can be rooted in historical data or the system’s design, can create filter bubbles and echo chambers that limit users' exposure to diverse perspectives and reinforce existing beliefs. Critics argue that this not only degrades the quality of public discourse but also indirectly threatens users' fundamental rights to access information and participate in an open marketplace of ideas. The constant pressure to engage also risks users' mental well-being, as platforms are optimized to leverage cognitive biases rather than promote healthy interaction.

The future of social media will therefore be shaped by a fundamental power struggle: the need for platforms to remain profitable by maximizing engagement, the imperative to comply with new regulations, and the growing demand from users and governments for ethical and transparent systems. The next era of social networks will likely see a move towards decentralized platforms, a greater emphasis on user-configurable feeds, and more transparent algorithmic practices. The challenge lies in building a new model that can balance the commercial incentives of platforms with the public interest of a free, informed, and inclusive digital society.

1 March 2025

Future of Social Media Networks

The future of social media networks is poised for a significant evolution, driven by technological advancements and shifting user expectations. Expect a more personalized and immersive experience, where AI-powered algorithms curate content based on individual preferences and real-time interactions.

Augmented and virtual reality will blur the lines between the digital and physical worlds, enabling users to interact in shared virtual spaces, attend immersive events, and experience content in entirely new ways. Social interactions will become more fluid, with seamless transitions between virtual and physical environments. 

Decentralization will gain traction, offering users greater control over their data and content. Blockchain-based platforms will prioritize privacy and transparency, empowering individuals to monetize their creations and participate in governance.

Furthermore, expect a shift towards niche communities and interest-based platforms. General-purpose social networks will give way to specialized spaces catering to specific hobbies, professions, and passions. This fragmentation will foster deeper connections and more meaningful interactions. 

AI-driven moderation will become increasingly sophisticated, combating misinformation and harmful content more effectively. However, ethical considerations surrounding AI bias and censorship will remain paramount.

Ultimately, the future of social media will be characterized by greater personalization, immersive experiences, and user empowerment. The platforms that thrive will be those that prioritize privacy, foster meaningful connections, and adapt to the evolving needs of their users.

29 November 2024

OnlyFans

What types of people are on OnlyFans?

Consumers:

  • Individuals that are looking for sexually explicit content who may also want exclusive access.
  • People that also have interests in other converging and diverse areas.
  • It is often stated that the platform caters to incels which may indirectly promote violence and misogyny.

Content Creators:

  • Generally, described variously as sex workers that produce sexually explicit content for consumers.
  • These people can vary across their interest groups from fitness trainers, artists, musicians, social media influencers to models.
  • Although, it is primarily known for sexual content, there may be other diverse content on the platform for a range of users.

23 January 2023

Social Media Culture

Social media networks are widespread on the internet. However, this experience is good for some people but very bad for others. The bad experiences often lead to hightened states of depression. Social media invariably is all about popularity. But, this popularity is also overshadowed by not only influence but also the level of negative sentiments one can receive from people. In most cases, the person that subscribes or follows a person is totaly a stranger. This strangeness and unfamilarity of people leads to a very cold and defensive state of interaction especially among women. Removing someone from your follower/subscriber count may mean nothing for one person while could mean the world to another. In other cases, not getting reply from a person can be quite an issue for others. Other cases might involve blocking which the person might take quite personally. In general, people of celebrity status have had it quite easy as they already can gain plenty of followers from just influence or even hiring a separate marketing agency to manage their social accounts. However, other people likely would have to work towards it. People often may only reply to you based on your popularity as that would increase their follower count. Social media also seems to be a network of hierarchies. In many cases, it reflects the way people climb the social ladder, in associating with people who are more popular or influencial. When people get a very high follower or subscriber count they also have a tendency of becoming quite bigheaded and proud of their achievement. You never really know whether you are talking to a human or a bot on social media. And, whether someone's post is a scheduled post or something they directly replied to. In fairness, this could also be a reason why so many people are less empathetic. Social media as a result tends to be more about playing the game. It also seems to be a very cold place to hang out. Some people obviously don't care for popularity, influence, nor take the whole experience that seriously and this likely also negatively impacts their experience. Often the way the person looks also effects their popularity. Social media networks tend to be a breeding ground for shallow people, like an ego network. Recommendations are also geared towards popularity of content which further compounds the biases. No doubt social media can be addictive. But, it has also become a battle ground for people who want to display their frustrations, their hypocrisy, and be who they want to be outside of the confines of the real world. This often leads to some people being very unempathetic towards the people they interact and communicate, often with an unconscious bias. In many respects, social media reflects the real world, only worse. It also can be an opportunity to take a glimpse through the looking glass as to the reality of character and ideological mindset of people, especially as so many feel they can say whatever they like and treat people however they like without much regard for consequence. They are also great for mining data and analyzing human behavior. Take a step away from social media and see how the world suddenly feels simpler, more productive, likely less stressful, and frustrating.

21 October 2022

Why Metaverse Will Not Become A Reality

Metaverse is all the hype. But, it is simply just a re-brand of SecondLife which has been around for ages and never really took off as well as people had thought it would. However, it does show how Facebook likes to rip off things from others. The level of technology needed for hyperreality is going to take ages. One can see the slow pace with which augmented, virtual, and mixed reality has taken off in the mainstream. People will also have a challenging time understanding what hyperreality really means to them. And, in many cases it will become boring, not very user-friendly, and inaccessible. There is also the element of surveillance which will become a big privacy issue. In many respects, it will become another deep/dark web like the Tor/Onion privy to only a select few. Just like blockchain, Metaverse will simply not make much sense to people. And, as people find the whole idea difficult to comprehend, it also means generating ad revenue will become a complex terrain to navigate in consumer reachability. The types of consumers may just turn out to be gamers especially ones on Twitch or possibly the ones that find another outlet from Tor/Onion.

22 January 2021

Federated Protocol

  • Mastadon 
  • NextCloud 
  • PeerTube 
  • Friendica 
  • Mobilzon 
  • Pixelfed 
  • Pleroma 
  • Misskey

4 May 2020

Social Mixed Reality

In times of social distancing, people still want to be able to connect. Bars are empty. Parks are relatively empty. Seems like the linear social networking sites have become a bit of a trite concept. The next phase of socializing on the web is likely to be in the form of mixed reality - combining some sort of augmented reality with virtual reality concepts. This concept of virtual connection will enable people to meet in all sorts of different ways and maintain a safe distance if they need. It will also help people that are medically ill in hospital or busy at work to be able to connect as well without physically leaving their place of location. It will also enable people to connect across the globe which means reduced need for frequent travelling. Communications is likely to take on new forms of medium as people live more complicated lives with socially unique circumstances. In fact, enabling people with children to socially connect consciously as well within safe environment controls. Such virtual environments may also extend into remote support work to customer service and sales/marketing interactions. Similarly, it can also be extended towards socially connecting collective religious prayer such as for churches, synagogues, mosques, and temples allowing people to not have to physically visit such places while still making their regular rituals of worship remotely. In many respects, non-muslims, may want to visit mecca, where mixed reality could allow them to have a near real-time experience. On other hand, people may want to visit jerusalem from the convenience of their home. On other hand, an individual might want to join a global network of virtually connected prayer gatherings, even a social party scene like a wedding, concert or a festival. 

13 July 2017

Fake News Detection


Datasets:
2016-10-facebook-fact-check
kaggle-fake-news
BuzzFeedNews-everything
liar_dataset
politifact-v2apidoc

Fact Checking Sites:
fullfact.org
politifact
opensecrets
snopes
truthorfiction
hoaxslayer
factcheck
Wikipedia
rationalwiki

Reuters Reports:
The Rise of Fact Checking Sites in Europe

Challenges:
Fake News Challenge
Rumor (Pheme)

Sources:
GDELT
Event Registry
SenticNet
ConceptNet

Word Embedding Training Sources:
CommonCrawl
Gigaword
Wikipedia
ConceptNet
SenticNet

Types of Biases:

bias - cognitive - anchoring
bias - cognitive - apophenia
bias - cognitive - attribution
bias - cognitive - confirmation
bias - cognitive - framing
bias - cognitive - halo effect
bias - cognitive - horn effect
bias - cognitive - self-serving
bias - cognitive - status quo
bias - conflict of interest - bribery
bias - conflict of interest - favortism
bias - conflict of interest - funding
bias - conflict of interest - lobbying
bias - conflict of interest - regulatory issues
bias - conflict of interest - shilling
bias - contextual - academic
bias - contextual - educational
bias - contextual - experimenter
bias - contextual - full text on net
bias - contextual - media
bias - contextual - publication
bias - contextual - reporting bias
bias - media - advertising
bias - media - concision
bias - media - corporate
bias - media - coverage
bias - media - false balance
bias - media - gatekeeping
bias - media - mainstream
bias - media - sensationalism
bias - media - statement
bias - media - structural
bias - prejudice/cultural - classism
bias - prejudice/cultural - lookism
bias - prejudice/cultural - racism
bias - prejudice/cultural - sexism

Types of Fake Content:

accounts
bias - cognitive
bias - conflict of interest
bias - contextual
bias - extreme bias
bias - media
bias - prejudice
bias - statistics
claim - cause/effect
claim - definition
claim - extreme claim
claim - fact
claim - policy
claim - value
clickbait - extremebait
clickbait - headlines
clickbait - linking
conspiracy
credibility
deception
fabricated content
false connection
false context
frequency heuristics
gossip
groups
hate speech
hoaxes
imposter
imprecision
influence
irony
junkscience
manipulated content
misleading content
misuse data
parody
partisanship
plagiarized
poll
poor journalism
proceedwithcaution
profit
propaganda
propagation
provoke
repressive state
reviews
rumor
sarcasm
satire
sentiments
source
spam
sponsored content
trolling
user
website

8 May 2017

Social Network Metrics

1. Engagement Metrics
  • Amplification Metrics
  • Applause Metrics
  • Conversation Rate
2. Influence Metrics
3. Reach

4. Impression
  • Total Audience
  • Number of Unique Users
  • Number of Active/Passive Users