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marketingprofitmedia · 1 year ago

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Why Amazon Affiliate Marketing is the Best Way to Make Money Online

Amazon Affiliate Marketing offers a high potential for earning with a vast product range. It enables easy monetization of content for creators and publishers.

Venturing into the world of online earning, Amazon Affiliate Marketing stands out as a promising avenue. Known for its straightforward program, it allows website owners and bloggers to earn commissions by promoting products from Amazon. com. Participants simply share links to Amazon products, and when a shopper makes a purchase through one of these links, the affiliate earns a commission.

>> My Best Recommended & Proven Way to Make $100 Daily — Watch THIS Video FREE Training to START >>

Introduction To Amazon Affiliate Marketing

Have you ever dreamt of earning money while you sleep? Amazon Affiliate Marketing might just be the golden ticket to your dreams! You don’t need a warehouse full of products. All you need is a website or social media presence. Let’s dive into the world of affiliate marketing and discover why Amazon is king!

The Basics Of Affiliate Marketing

Affiliate marketing is all about earning commissions. You promote products and get money when people buy through your links. It’s a win-win situation! Here’s a simple breakdown:

Choose a product you love.

Create content to promote it.

Share your affiliate link within this content.

When people click and buy, you earn cash!

Why Amazon Stands Out

Amazon is a powerhouse with a massive inventory. This means endless options for you to promote.

Amazon’s AdvantagesTrusted worldwideHigh conversion ratesCommission on full cartEasy to use affiliate program

Credit: www.amazon.com

Ease Of Getting Started

The Ease of Getting Started with Amazon Affiliate Marketing sets it apart from other online money-making strategies. Joining is straightforward, and you don’t need a physical product inventory. Let’s uncover the simple steps you can take to jump into the world of affiliate marketing through Amazon.

Setting Up An Amazon Affiliate Account

Starting your affiliate journey with Amazon is a breeze. The process is simple:

Visit the Amazon Associates homepage.

Create your Amazon Associates account by signing up.

Enter basic personal and website details.

Choose your preferred payment method.

Start promoting products with your affiliate links.

You can begin earning commissions once your account is active. Amazon offers a wealth of tools and support to help affiliates succeed.

No Inventory Management Required

Unlike traditional retail, affiliate marketing on Amazon eliminates the need for inventory. You won’t deal with:

Product sourcing — no need to find or buy products.

Storage issues — no space needed for inventory.

Shipping logistics — Amazon handles delivery.

Customer service — Amazon manages customer queries.

This hassle-free approach allows you to focus on growing your online presence and maximizing your revenue through affiliate marketing.

>> My Best Recommended & Proven Way to Make $100 Daily — Watch THIS Video FREE Training to START >>

Wide Array Of Products

The Amazon Affiliate Program unlocks a sea of products for marketers. This platform stands unrivaled for those eager to dive into affiliate marketing. Why? The sheer volume and diversity of items at your disposal. With Amazon’s vast inventory, affiliate marketers can easily find products that resonate with their audience.

Diverse Niches And Selections

Every niche imaginable finds a place on Amazon. From books to tech, beauty products to home goods, the list is endless. Marketers can select products that are not just popular but also align with specific, niche interests. This means affiliates have the unique advantage of promoting items that are tailored to a highly specific audience, ensuring higher relevance and potential conversion rates.

Vast categories ensure you never run out of options.

Select items that reflect emerging trends.

Access to exclusive products found only on Amazon.

Opportunities For Targeted Marketing

A diverse product lineup enables laser-focused marketing. Affiliate marketers can create content tailored to very specific segments of the market. This is key in attracting and retaining a devoted audience. Targeted marketing also increases the chances of clicks and purchases, thus boosting potential earnings.

Use Amazon’s data to identify hot sellers.

Match products with the right audience based on their interests.

Improve click-through rates with highly relevant offers.

Credit: www.amazon.com

Trust And Reliability

In the world of online earning, trust and reliability stand tall. They are the pillars that support the bridge between a customer and a marketer. Amazon’s affiliate program offers just that — a trustworthy and reliable path to making money online. Let’s explore why these factors make Amazon Affiliate Marketing your go-to strategy.

Leveraging Amazon’s Reputation

Amazon is a household name. People know it, use it, and trust it daily. When you become an Amazon Affiliate, you tap into this powerful trust factor. Here’s how leveraging Amazon’s reputation helps:

Instant Credibility: Your affiliate store benefits from Amazon’s long-standing reputation for quality and service.

Less Effort in Convincing: With trust already built, your energy focuses on driving traffic, not building credibility.

Better Conversion Rates: Trust leads to clicks, and clicks lead to purchases. Amazon’s name converts window-shoppers into buyers.

High Customer Loyalty

Amazon’s customer base is massive and loyal. The customers return to the platform looking for products that they can rely on. Here’s what high customer loyalty means for affiliate marketers:

Repeated Purchases: Loyal Amazon customers are more likely to buy products you recommend not just once, but repeatedly.

Customer Trust: Happy Amazon customers bring in a sense of security and reliability, which reflects on your affiliate offerings.

Increased Earnings: With returning customers, your potential to earn commissions grows. Every repeat purchase links back to your affiliate efforts.

Attractive Commission Structure

Imagine a world where your earnings grow while you sleep. This is the promise of Amazon Affiliate Marketing. Their commission structure stands out in the digital landscape. You can earn up to 10% in affiliate fees. The secret lies in understanding the ins and outs of Amazon’s rate card, and selecting the right products to promote. With strategy and insight, your profit potential is vast.

Understanding Amazon’s Commission Rates

The commissions vary by product category. Each sale you drive to Amazon puts money in your pocket. Amazon’s fee schedule is public and clear. You will know exactly what to expect from each item sold.

Add more rows as needed

Product CategoryCommission PercentageLuxury Beauty, Amazon Coins10%Furniture, Home, Home Improvement8%Headphones, Beauty, Musical Instruments, Business & Industrial Supplies6%

Maximizing Earnings With Smart Product Selection

Not all products are created equal. To maximize earnings, choose products wisely. It’s all about finding the perfect balance between popularity and commission rates.

Analyze market trends.

Consider seasonality and demand.

Spot products with less competition but high commission rates.

Focus on high-ticket items or those with repeat purchase potential.

Credit: optinmonster.com

>> My Best Recommended & Proven Way to Make $100 Daily — Watch THIS Video FREE Training to START >>

Tools And Support For Affiliates

Imagine earning cash while you sleep. This is the dream for many wanting to make money online. Welcome to Amazon Affiliate Marketing, where dreams turn to reality. With top-tier tools and support, it’s no wonder affiliates gravitate towards Amazon.

Amazon’s Affiliate Marketing Resources

Amazon provides a wealth of resources to help affiliates succeed. Here’s a glimpse:

Amazon Associates Central: A dashboard packed with tools.

Product Linking: Find and share countless products.

Banners: Ready-to-use graphics to grab attention.

APIs: For tech-savvy folks to build custom solutions.

Tracking And Analyzing Performance

Knowing your numbers is key to growth. Amazon’s platform comes with robust tracking features:

FeatureDescriptionReports:View detailed stats on clicks and earnings.Click-Through Rates:Identify which links get more traffic.Conversion Rates:Understand what drives purchases.Earnings Overview:See your financial success at a glance.

These tools enable you to adjust your strategies and maximize earnings. Whether you’re a newbie or a pro, Amazon supports your affiliate journey.

Success Stories And Strategy

Exploring the riveting world of Amazon Affiliate Marketing unfolds countless success tales. These triumphs aren’t just inspiring — they’re educational. They show strategies that can turn clicks into income. Let’s dive into some eye-opening success stories and strategic moves that can pave your road to affiliate prosperity.

Case Studies Of Successful Affiliates

Many have found a goldmine in Amazon’s Affiliate Program. Real people, real results — a closer look can reveal the potential lying within this opportunity. Here are a few compelling case studies:

Case Study 1: A tech blogger began a simple review site. With consistent, quality content and SEO, they now earn over $10,000 a month.

Case Study 2: A DIY enthusiast created tutorial videos linked with Amazon products. This creative approach resulted in a six-figure annual income.

Case Study 3: A niche site focused on outdoor gear. With targeted content and affiliate links, they scaled their earnings to $120,000 per year.

These stories show diverse strategies leading to success. They began with a clear niche and built a content-rich platform, integrating affiliate links smartly.

Key Strategies For Affiliate Marketing Growth

Building a thriving affiliate site involves several proven strategies. Committing to these approaches can make a significant difference:

StrategyAction StepsCreate Valuable ContentIdentify audience needs and provide solutions with articles, guides, and reviews.Optimize for SEOConduct keyword research and optimize posts to improve search engine rankings.Build TrustOffer honest reviews and build a community around your niche for credibility.Utilize DataAnalyze data for insights on what works. Adjust strategies based on performance.

To put these strategies into action, start with in-depth research. Understand your chosen niche. Create content that adds value. Respond to questions your audience may have about products. Focus on SEO to attract organic traffic. Engage with your readers to build a loyal following. Trust is crucial — never compromise on giving fair and helpful product insights. Leverage analytics to refine your strategy.

Frequently Asked Questions

Q. What Is Amazon Affiliate Marketing?

Amazon Affiliate Marketing is a program where affiliates earn commissions by promoting Amazon products and driving sales.

Q. How Does Amazon Affiliate Payout?

Affiliates receive payouts from Amazon through direct deposit, check, or Amazon gift cards, typically within 60 days of the end of the month.

Q. Why Choose Amazon For Affiliate Marketing?

Amazon’s vast product range, trusted brand, and user-friendly affiliate tools make it an appealing platform for affiliate marketing.

Q. Can Beginners Succeed With Amazon Affiliates?

Yes, beginners can succeed by creating quality content and effectively promoting Amazon products to the right audience.

Q. What Are Amazon Affiliate’s Commission Rates?

Commission rates for Amazon Affiliates vary by product category, ranging from 1% to 10%, with frequent updates from Amazon.

Conclusion

Embracing Amazon’s affiliate program paves the way for substantial online earnings. It taps into a vast product selection and a trusted brand. The system is user-friendly, offering reliable tracking and payouts. Start your journey towards financial freedom; Amazon Affiliate Marketing is your key to successful online income.

>> My Best Recommended & Proven Way to Make $100 Daily — Watch THIS Video FREE Training to START >>

Thanks for reading my article on Why Amazon Affiliate Marketing is the Best Way to Make Money Online, hope it will help!

Affiliate Disclaimer :

This post contains affiliate links, which lets me make a little profit at no extra cost if you buy anything. We earn affiliate money for reviews and promotions on this post, but we always provide honest thoughts, user experiences, and product or service perspectives. We want to assist readers make the greatest purchases, but our testimonials and views are ours. Before buying, check claims, outcomes, and metrics. You should assume we get affiliate compensation for clicking links or buying anything mentioned in this post. We evaluate intriguing items and services. We may get a commission from our partners If you purchase them, we might get a share of the commission from the sale from our partners. This does not drive our decision as to whether or not a product is featured or recommended.

Source : Why Amazon Affiliate Marketing is the Best Way to Make Money Online

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wutheringheightsfilm · 8 months ago

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for everyone asking me "what do we do??!??!"

The Care We Dream Of: Liberatory and Transformative Approaches to LGBTQ+ Health by Zena Sharman

Mutual Aid: Building Solidarity During This Crisis (And the Next) by Dean Spade

Cop Watch 101 - Training Guide

The Do-It Yourself Occupation Guide

DIY HRT Wiki

The Innocence Project - helps take inmates off of death row

Food Not Bombs

Transfeminine Science - collection of articles and data about transfem HRT

Anti-Doxxing Guide for Activists

Mass Defense Program - National Lawyers Guild

How to be part of a CERT (Community Emergency Response Team)

Understanding and Advocating for Self Managed Abortion

The Basics of Organizing

Building Online Power

Build Your Own Solidarity Network

Organizing 101

How to Start a Non-Hierarchical Direct Action Group

A Short and Incomplete Guide for New Activists

Eight Things You Can Do to Get Active

Palestine Action Underground Manual

How to Blow Up a Pipeline by Andreas Malm

Spreadsheet of gynecologists that will tie your tubes without bothering you about it

COVID Resource Guide

Mask Bloc NJ (find one near you, these are international!)

Long Covid Justice

Donate to Palestinian campaigns (2, 3, 4)

Donate to Congolese campaigns (2, 3)

Donate to Sudanese campaigns (2, 3)

#vero.txt #t #resources

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mcito · 2 years ago

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#pmp course #technology #programming #project management #poetry #pmp online #azure #networking #hardware #it service #netlabsits #tumblr milestone #aws #education #linux #pmp exam #pmp training

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aeth-eris · 8 months ago

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★ how to maximize profits via 2nd house ★

aries in the 2nd house can maximize profits by capitalizing on their entrepreneurial drive and competitive spirit. aries benefits from fast-paced, high-energy ventures where they can lead and make quick decisions. they might excel by launching a fitness training program, offering personal coaching services, or starting a motivational brand that sells products like athletic apparel, energy drinks, or performance gear. aries could also find success with subscription boxes focused on high-adrenaline hobbies like hiking, martial arts, or adventure sports. by embracing ventures that allow them to innovate quickly and take the lead, aries can build profitable businesses that leverage their passion and high energy.

taurus in the 2nd house is well-suited for steady financial growth through high-quality, long-term investments and products. they thrive in businesses that emphasize luxury, beauty, and quality, such as a high-end skincare line, organic foods business, or eco-friendly clothing brand. taurus could also consider starting a boutique furniture store that sells artisan-crafted or vintage items, as they appreciate products with enduring value. with their talent for creating a comforting atmosphere, taurus might excel with a bed and breakfast, a spa, or a wellness center that offers relaxation services. taurus maximizes profits by focusing on products that prioritize quality and offer a luxurious experience, appealing to clients who value longevity and craftsmanship.

gemini in the 2nd house can boost profits by tapping into their adaptability and communication skills, especially in diverse, mentally stimulating fields. they could thrive by starting a digital marketing agency, offering copywriting or editing services, or launching an online course platform that covers a wide range of topics to cater to curious minds. with their natural social skills, gemini could also excel in creating a networking app or social media consulting service. offering services like translation, podcasting, or even freelance journalism can keep income flowing, as gemini is well-suited to manage multiple streams of revenue. their knack for curiosity-driven ventures and networking makes them ideal for businesses that involve idea-sharing, quick adaptability, and community engagement.

cancer in the 2nd house can increase earnings by focusing on nurturing and emotionally resonant businesses that bring comfort to others. they might start a home-cooked meal delivery service, a childcare center, or a family-focused event planning service that organizes intimate gatherings like birthdays and reunions. cancer could also do well in real estate, particularly with home staging or property management that emphasizes creating warm, inviting spaces. they could excel in interior decorating, especially with a focus on cozy, family-oriented spaces, or start a handcrafted candle or blanket line. by building businesses that revolve around care, comfort, and family, cancer can create loyal clients and establish long-term success through emotional connections.

leo in the 2nd house maximizes profits by showcasing their creativity and leadership, often excelling in businesses that allow them to stand out and build a brand. leo could find success with a personal brand consultancy, fashion line, or luxury event planning business. they might enjoy launching a social media channel focused on lifestyle or self-improvement, where they can attract sponsorships or sell branded merchandise. leo also thrives in roles where they can influence and inspire others, so they might consider starting a motivational speaking business, an acting or dance academy, or a high-end boutique. with their flair for self-expression, leo profits best when they create high-quality, visually captivating products and services that let their star power shine through.

virgo in the 2nd house finds financial success through practical, detail-oriented services that provide high value and efficiency. they excel in businesses that involve organization, health, and precision, such as financial consulting, tax preparation, or a personal organizing service. virgo might also thrive with a nutrition or wellness coaching business, offering tailored health plans or holistic products like herbal supplements or self-care kits. a digital bookkeeping service, copyediting business, or virtual assistant agency could also bring them steady profits, as virgo’s meticulous nature appeals to clients who seek reliability and structure. by focusing on services that emphasize quality and organization, virgo builds a reputation for excellence that attracts a steady client base.

libra in the 2nd house can increase earnings by leveraging their skills in diplomacy, aesthetics, and partnerships. they could start a wedding planning business, a floral design company, or a luxury lifestyle brand that sells carefully curated home décor items. libra would also excel in public relations consulting or brand management roles, where they can help clients present a refined, balanced image. creating a high-end art gallery, a boutique law firm, or a relationship coaching service could also align well with libra’s skills. libra thrives in partnership-focused ventures, so building collaborative business models or co-founding a business with others can also enhance their profitability and bring a sense of harmony to their financial life.

scorpio in the 2nd house maximizes profits by tapping into their ability to handle intensity and complexity, often succeeding in fields like finance, psychology, and research. scorpio could build wealth by creating a private investigation firm, a psychotherapy practice, or a financial planning service specializing in wealth management or estate planning. they might also thrive in real estate investment, particularly with properties that need transformation, such as flipping houses or managing rental properties. scorpio may also excel in businesses related to holistic healing, offering reiki or shadow work coaching. by focusing on industries that require trust, depth, and resilience, scorpio can attract clients who value privacy and are willing to invest in transformational services.

sagittarius in the 2nd house can increase profits by embracing their love for adventure, growth, and education. they could launch a travel agency specializing in unique cultural experiences, a language learning platform, or a motivational speaking business that offers courses and workshops. sagittarius could also thrive by creating a publishing company focused on philosophical or inspirational content or starting a tour guiding business for international destinations. their enthusiasm for knowledge makes them great at teaching, so they might consider offering online courses or starting a coaching business in a field they’re passionate about. by aligning with growth-oriented ventures, sagittarius can attract an audience that values inspiration and big-picture thinking.

capricorn in the 2nd house maximizes profits through disciplined, long-term planning and a practical approach to business. they’re well-suited for businesses like a corporate consulting firm, project management agency, or investment portfolio service. capricorn could also do well in real estate development, particularly with rental properties or commercial buildings. they might find success by starting a financial advisory firm or creating a luxury goods company focused on high-end, timeless products like leather goods or fine jewelry. by aligning with industries that reward patience and professionalism, capricorn can build a solid financial foundation and enjoy steady growth, often seeing long-term success through conservative but reliable investments.

aquarius in the 2nd house can increase profits by focusing on innovation, technology, and humanitarian ventures. they might launch a tech startup, a renewable energy company, or a social media platform that prioritizes community and ethical interaction. aquarius could also find success with a nonprofit organization focused on social justice, an eco-friendly product line, or a collaborative workspace for creatives and freelancers. their futuristic mindset makes them perfect for ventures in artificial intelligence, blockchain technology, or virtual reality. by aligning their finances with progressive and forward-thinking industries, aquarius can attract clients and customers who value innovation and social impact.

pisces in the 2nd house maximizes profits by leaning into their creativity, compassion, and spirituality. they may thrive in a music or art therapy practice, a spiritual coaching business, or a holistic wellness center that offers services like yoga, meditation, and crystal healing. pisces could also succeed by creating a boutique art studio, a dream journal line, or a subscription service for wellness products like essential oils, herbal teas, and calming rituals. they’re drawn to businesses that help others heal or connect with their inner selves, so they may also find success in fields like astrology, psychic readings, or intuitive counseling. by aligning with businesses that emphasize emotional well-being and creativity, pisces can build a profitable venture that resonates deeply with clients who seek personal and spiritual growth.

#astrology #astrology observations #astro observations #astrology career #astrology 2nd house

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trans-axolotl · 7 hours ago

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hi! do you or your followers have any recommendations or suggestions on ways to get more politically organised when you're very chronically ill and mainly bedbound / housebound?

im truly at a loss of what to do now because i cannot do the usual protest attending, mutual aid fundraiser event hosting, even making food for friends that are struggling. i sign petitions and try to keep friends updated with news but its not enough

Hi anon! Super important question. I have a few thoughts on possible ways to get more involved in organizing while you're bedbound/housebound. A lot of my suggestions are shaped by the context of me mostly doing organizing in largeish US cities, and I also know that a lot of what's possible depends on your own personal access needs/energy levels/etc. feel free to let me know if nothing i suggest is accessible for your situation and I can try to brainstorm some other ways of getting involved!

Joining an organization like Crips for Esims for Gaza that works to directly support Palestinians and needs help with online logistics work like handling donations, buying Esims, and connecting people. Their email is listed in the article to get in contact.

Prisoner solidarity support! This could look like writing cards or letters for incarcerated people, or helping out with a books to prisoners program. Survived and Punished has a guide on how to write letters, Black and Pink has an LGBTQ prison penpal program, and if you search "prisoner penpal program" in your area you can probably find something local to you. The Prison Library Support Network is a great online based organization that works as a reference library for incarcerated people, and has people do research (sometimes just by searching on Google!) to answer information questions sent by incarcerated people. They have regular online trainings about how to participate as a volunteer, the next one is on July 13th.

Listening in on police scanners when there are protests happening in your area, and giving live updates to protesters, either in a Signal message thread or just by posting live updates on twitter/bluesky. This can be super helpful so that people on the ground can get information about what the cops are doing and can try to avoid getting kettled/arrested/etc.

Adding alt text and video captions to social media content about protests, news, protest safety infographics, etc to ensure that this kind of content is accessible to everyone.

If you have access to a printer and ink, printing out things like know your rights cards, radical zines, flyers, etc. a lot of orgs i've been part of haven't had easy access to a printer and would have been SO thrilled if someone reached out to us and said "Hi I can't participate in other ways but I have a printer and I'm happy to print stuff for you when you need!"

Creating plain language translations of news, political concepts, etc. Autism against Fascism is a group that makes plain language articles about fascism and antifascism, and I think there are so many topics surrounding protests, oppression, organizing, etc for which it would be incredibly helpful to have plain language resources.

Online fundraising for a particular cause by making social media posts. You could spotlight a campaign from a family in Gaza and commit to making posts and boosting their campaign. If you have a hobby that you already spend energy on, you could do something like raffling off your art, or doing a video game stream to raise money.

Researching resources in your area and making a mutual aid reference document to help people connect to resources. For example, @tigerrsmn has an amazing trans resource directory that they spent a lot of work researching and continually update. This can be a super helpful community resource to create and share if there isn't something like it for your area yet.

The next few suggestions are ones that require more energy or might require leaving the house so I know they might not be at all relevant for you, but I also got another ask about ways to participate when you're a disabled person who can't risk getting arrested at protests and I wanted to combine the asks in one post.

In person jail support. This usually happens right after a protest where people have gotten arrested and can go into the night or the next day. People show up outside the jail with food, cigs, water, subway cards or cash, and wait for people to get released from jail. This might be more accessible to some people because it's low risk, stays in one spot, and you can sit down the whole time if needed.

Kit making for a harm reduction group. A lot of harm reduction groups in my city have monthly kit making nights where we meet up at a local bookstore and put safer use supplies in individual kits for people to give out at outreach.

Cooking for a mutual aid group, either at a community kitchen or at your own kitchen to create meals for people to hand out at outreach. I highly recommend Food not Bombs if there's a local FNB group in your area.

Creating "Don't get Kettled" maps for your city so that protestors can plan better routes where they can avoid police kettles. This can be done through a combination of looking for google street view and showing up to places in person to look for streets with easy pedestrian exits, accessible exits with no stairs, curb cuts, avoiding dead ends, tunnels, etc.

Cop Watch, Court Watch, ICE Watch. Joining networks of people who keep an eye out in your neighborhood and share information to rapid response networks about when cops and ICE are spotted. Participate in Court Watch by going to in person or virtual court hearings to observe, document, and address injustice in local courts. DC has a really robust CourtWatch program that you could learn from to set up something in your area if a courtwatch program doesn't already exist in your region.

This is definitely not a complete list so followers please feel free to add on with suggestions, and definitely feel free to reach out again with more info/questions and I can try to keep brainstorming!

#asks #cripple punk #protests #disability justice #protest safety #activism #i'm sure there are more suggetsions but this is all i could think of at the moment #actuallydisabled #also this isn't an actual reccomendation so i didn't post it but sick woman theory by johanna hedva #is one of my favorite essays about this exact thing! where they're like 'what does it mean to protest while bedbound #and i think about it all the time #so anyway anon: you are absolutely not alone in being bedbound and having this question

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theglowsociety · 4 months ago

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Why More Black Women Are Entering the STEM Field & Why It Matters

Black women are breaking barriers in STEM (Science, Technology, Engineering, and Math) like never before, stepping into fields that have historically lacked diversity. While STEM careers offer high salaries, innovation, and job security, the push for Black women in these spaces is about more than just representation—it’s about creating generational wealth, closing opportunity gaps, and ensuring our voices shape the future of technology, medicine, and science.

Why Black Women Are Choosing STEM:

1. High Earning Potential & Job Security – STEM careers often come with six-figure salaries and strong career growth.

2. Innovation & Impact – From medical breakthroughs to tech advancements, Black women are making history in fields that shape society.

3. Representation Matters – Seeing Black women succeed in STEM inspires the next generation to pursue these careers.

4. Closing the Opportunity Gap – More scholarships, mentorship programs, and initiatives are making STEM more accessible.

5. Entrepreneurial Freedom – Many Black women in STEM are starting their own businesses, consulting firms, and tech startups.

How to Enter the STEM Field:

• Education & Training: Look into STEM-focused degrees, boot camps, and certifications.

• Networking & Mentorship: Join organizations like Black Girls Code, NSBE, or STEM Noire for guidance.

• Internships & Scholarships: Take advantage of programs designed to support Black women in STEM.

• Build Skills & Confidence: Develop coding, engineering, or research skills through online courses and hands-on projects.

Black women belong in STEM, and the more we step into these fields, the more we change the future. The time is now—let’s innovate, lead, and break ceilings together.

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vague-humanoid · 1 year ago

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MADISON — Civic Media, a Wisconsin-based progressive talk-radio network, said Thursday it had agreed to make two edits to an interview with President Joe Biden at the request of his campaign before the broadcast aired, a decision the station said fell short of "journalistic interview standards."

Still, the station said, it stands by its popular host Earl Ingram, who conducted the interview with Biden following the June 27 televised debate with rival Republican Donald Trump during which the president lost his train of thought and at times made nonsensical statements. Ingram's interview was recorded on July 3 and aired on July 4.

"On Monday, July 8th, it was reported to Civic Media management that immediately after the phone interview was recorded, the Biden campaign called and asked for two edits to the recording before it aired. Civic Media management immediately undertook an investigation and determined that the production team at the time viewed the edits as non-substantive and broadcast and published the interview with two short segments removed," the station said in a statement released on Thursday.

The station said it would make the full, unedited interview available online.

The two edits, according to the station, were:

At time 5:20, the removal of “...and in addition to that, I have more Blacks in my administration than any other president, all other presidents combined, and in major positions, cabinet positions.”

At time 14:15, in reference to Donald Trump’s call for the death penalty for the Central Park Five, the removal of “I don’t know if they even call for their hanging or not, but he–but they said [...] convicted of murder.”

"With a high-profile interview comes a listener expectation that journalistic interview standards will be applied, even for non-news programming. We did not meet those expectations. Civic Media disagrees with the team’s judgments in the moment, both with respect to the handling of the interview questions and the decision to edit the interview audio," the statement read.

@bmoreisapunkrocktown @ubernegro @meanmisscharles @thecolorsfucked

#if you don't support him #you aint Black #lmao #we are fucked

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jin-jamm-desu · 3 months ago

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Internet key! Gojo Headcanons

!!!- alternative history, not at all canon (of course), color coded for people who read fast or can't read at all.

(based on the latest artwork by @saterise, the one with a bleeding Geto holding up the phone to his face with Gojo's eye on the screen.)

He has been trapped since his creation in the 90's and keeps getting updated for use in undercover internet society today.

Was nearly taken down by an internet cult society that wanted to disrupt the social order of the undercover internet policing society- the Jujutsu Sorcerers of Online Peace (JSOP)

JSOP is a small unknown government organization that was created and based in Japan, but is extended thinly worldwide. It clears out or rather, "exorsizes" bugs, malware and worms from popular online sites, forums and the like.

Internet Key! Gojo is actually called the Six Eyes Eliminator Program. The programe, called Gojo for some odd reason, was made alongside other programs like itself- yet excelled in all aspects of online protection.

The second best program was called the Malware Manipulation and Demolisher Project, also coined the 'Geto Program'. The Geto Program was created to buffer the Eliminator Program should it go haywire- which it did do in it's earlier renditions.

The most impactful JSOP program to boot was the Dissector and Dismantling System. In the early days of the internet, hackers, online scammers and the like ran rampant on the internet. The DDS ran like water on a smooth hill from its first rendition. That was until sometime later, the creator of the system found a bug in it, the entire programme collapsed and became corrupted in under a day. Nearly $10B were lost in the week after, and what they started reporting in the following month was horrifying.

An identical copy of the system (or was it the corrupted DDS itself?) was being run through the dark web, snatching up more than portfolios, bank details, and until then, well kept secrets from a certain local internet police group. Hell it was even being used by hackers and malware subscribers to corrupt other people's devices and services.

Within 3.5 months, the corrupted DDS was vanquished- nicknamed the 'Worst Program in Existence'. It was repossessed by the JSOP and broken apart across the internet of Japan. (It didn't get broken apart worldwide because it would harm the integrity of the organization).

10 years after the termination of the DDS, the Gojo System, The Six Eyes Eliminator Program was created. There were some good bug destroying projects during that decade for sure, but the Gojo System was something else. Investors and government officials with insider information flocked to see what it could do; salivating at the idea of getting something to hide their discrepancies and horrible search histories.

The Internet Key! Gojo is used nonstop today, able to see and protect all types of networks and devices around the world. Currently- it trains and advises new types of technologies each year.

#jujutsu kaisen #brainrot #me yaps #jjk #jjk sukuna #ryomen sukuna #jjk gojo #jjk geto #internet #jjk headcanons

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emblogicsblog · 7 months ago

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Network Programming online

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sweeter-than-teafood · 9 months ago

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Texting

AN: I was inspired by the artifact for Amy and Sitri’s card, and thought up the silliest thing lmao.

Tw: A lot of swearing from these devils. Also, this is going from what we’ve seen from Day 3 of the Unsightly Guy event. So it may be ooc in the future. Or not. Yeehaw.

✨—————————————————————✨

-3am, Gehenna’s Palace-

Bzzt!

A new message? Sitri glared at his phone as the lit screen illuminated his entire bedroom. Who could be texting him at this ungodly hour?

————————————————

-Hell-Oh Talk: 1 new message-

Amy (Online now)

Status: Ew 2 drinking tea. Can’t b me, I’m manly as fuck.

————————————————

Sitri rolled his eyes at the violent devil’s status. Of course he’d think that, he has no patience to enjoy sophisticated hobbies. He probably couldn’t even pour from a teapot if the instructions were written on the bottom.

He opened the message, expecting to see some pathetic diatribe of how canned coffee is superior and that tea-making yields zero-rizz.

Amy:

Lol, maybe MC would lyk u if u weren’t 2 busy 😭 over their dead gramps. Solomon! Solomonnnnnn… Wot a loser u r! Enjoy ur left hand, buddy! 😂

…

Crunch!

Sitri ground his teeth, pissed off by the message. How dare he! The Descendant of Solomon liked him just fine! Who was he to comment on their relationship, when he hadn’t even met them yet?!

Fingers started typing away with a fury that wasn’t usually displayed by Sitri. He hit send, and decided to head to the tearoom for a cup of black tea to calm down.

-Meanwhile on the outskirts of Gehenna-

Amy smirked at the message he had just sent to Sitri. Sure, he would block his number because that fancy prick had nothing useful to say to him, but sometimes it was fun to unblock him and send an insult just to ruin his day.

Bzzt!

Oh? A reply so soon? Well, whatever it said, Amy was certain that it was complete and utter angelshit.

————————————————

-Hell-Oh! Talk: 1 New Message-

Sitri (Online now)

Status: Only a fucking idiot would use a stick as a weapon. Have some diversity, you caveman

————————————————

Amy scoffed at Sitri’s status. Of course he’d think that! He thinks he’s hot shit just because he trained in many weapons! But nothing bashes in angel skulls better than what he uses! Sometimes simple is better!

He opened the message, ready to read some sad sob story about Solomon.

Sitri:

What the fuck did you just fucking say about me, you little bitch?

I'll have you recall that it was I who graduated top of our class in the Gehenna Military Program, and how I am an esteemed alumni of the Hades Intelligence Student Program, I've been involved in numerous secret raids on Heaven, and I have over 666 confirmed kills.

I am trained in guerilla warfare and I'm the top pistolier in the entire Gehenna Miltary Forces. You are nothing to me but just another measly target.

I will wipe you the fuck out with precision the likes of which has never been seen before in this Hell, mark my fucking words. You think you can get away with saying that shit to me over a simple text? Think again, fucker.

As we speak I am contacting my secret network of spies across Hell and your GPS location is being traced right now so you better prepare for the storm, you lowly maggot. The storm that wipes out the pathetic little thing you call your life.

You're fucking dead, loser. I can be anywhere, anytime, and I can kill you in over seven hundred ways, and that's just with my bare hands.

Not only am I extensively trained in unarmed and armed combat, but I have access to the entire arsenal of the Gehenna Capital Military Force and I will use it to its full extent to wipe your miserable ass off the face of the country, you little shit.

If only you could have known what unholy retribution your little "funny" comment was about to bring down upon you, maybe you would have held your fucking tongue. But you couldn't, you didn't, and now you're paying the price, you goddamn idiot.

I will shit fury all over you and you will drown in it. I’ll use your tears to steep my tealeaves in, because nothing will bring me greater satisfaction than to see you snivel and beg for mercy. You're fucking dead, you cowardly bitch.

Amy let out a harsh laugh. Did this dickhead get ahold of some dank shit from Abyssos? The levels of delusion were incredible. His finger hovered over the textbar, before he decided against it.

“I have better things to do than to entertain this butler wannabe. Maybe later.”

-Sometime later, in the Palace of Gehenna-

That damn bastard.

>>Seen 16hrs ago

Sitri grits his teeth in annoyance at the ever increasing hours on the small bar. First that meathead talks shit about him, and now he can’t even form a response?

‘He’s probably masturbating to this, that fucking asshole.’

Sitri shuddered in disgust at the mental image and quickly threw himself into his paperwork as a welcome distraction.

-Gehenna’s Outskirts-

Amy decided to finally reply to Sitri’s lengthy text. He ponders for a second; there are so many things he could say to further fuel this tea-drinking bastard’s aggression. But he opts for something simple that will infuriate him.

-Palace of Gehenna-

Bzzt!

Sitri looks up from his paperwork to see his phone light up. He immediately grabs it and clicks on the notification.

—————————————

-Hell-Oh! Talk: 1 new message-

Amy (Online Now)

Status: Bitches b mad lmao

Sitri chose to ignore the devil’s pathetic status for now. He opened the message.

Amy:

Nice CV, loser. Still get no bitches tho.

Sitri stared blankly at the text, before he closed his phone. What a waste of time.

“I’m not even going to reply to that.”

Little did he know, he would pick up his phone ten minutes later to start typing away.

#what in hell is bad #what in “hell” is bad?#prettybusy what in “hell” is bad?#whb #wihib #whb sitri #whb amy #whb bad company card #whb an unsightly guy event #whb gehenna #teafoodwrites #teafoodshitposts

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marketingprofitmedia · 1 year ago

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Empower Your Online Journey: Learn How to Become an Affiliate Marketer And Succeed Online

To become a successful affiliate marketer, start by choosing a niche and learning about digital marketing strategies. Mastering SEO and building a persuasive online presence are crucial to success.

Embarking on an affiliate marketing journey offers freedom and financial rewards, provided you approach it strategically. With the digital world at your fingertips, learning how to harness the power of affiliate marketing is essential for those aiming to thrive in the online marketplace.

Credit: yellowimages.com

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Embarking On The Affiliate Marketing Adventure

Section Introduction

A thrilling quest awaits in the world of affiliate marketing. It’s a path lined with potential rewards and ample opportunities. Imagine earning money by sharing products you love. Ready to start this journey? Let’s dive into the first steps to transform passion into profit.

Choosing Your Niche

Finding your niche is like choosing your favorite flavor of ice cream — it should excite you! Here’s how to pick a niche:

Identify your interests: Start with what you love. Passion keeps you motivated.

Research market demand: Use tools like Google Trends to check what’s popular.

Consider profitability: Some niches offer more potential than others. Look at product prices and affiliate commission rates.

Analyze competition: A crowded niche can be challenging. Balance passion with practicality.

Choosing the right niche sets the foundation for success. It influences the content you create, the audience you attract, and the affiliate programs you join.

Understanding Affiliate Marketing Models

Affiliate marketing models define how you’ll earn income. Understanding them is critical. Here’s a breakdown:

ModelDescriptionBenefitsPay-Per-Sale (PPS)Earn a commission when sales are made via your links.High earning potential per transaction.Pay-Per-Click (PPC)Generate income with each click on your affiliate links.Easier to earn for beginner marketers.Pay-Per-Lead (PPL)Get paid for referrals that sign up for information or trials.Good for niches with high-value products or services.

Choose a model that aligns with your niche and content strategy. Success depends on how well these elements work together.

Building The Foundations

Welcome to the critical stage of embarking on a successful affiliate marketing journey: ‘Building the Foundations’. Proper set-up is key.

Setting Up Your Online Presence

To start as an affiliate marketer, an online platform is a must.

This digital footprint could be a blog, a website, or social media accounts.

Select a unique domain name. This name forms your brand’s identity online.

Your domain should reflect your niche. Make sure it’s memorable and clear.

Choose reliable hosting. A fast loading site keeps visitors happy.

Design a user-friendly site. Make navigation intuitive and straightforward.

Apply SEO practices from the beginning — use keywords and meta descriptions that align with your content.

Creating High-quality Content

Content is the heartbeat of your affiliate marketing strategy.

Understand your audience — create what resonates with them.

Research keywords. Incorporate these terms into your posts organically.

Use engaging headlines. They capture attention and spark curiosity.

Keep paragraphs short. Aim for easy readability.

Mix your post formats. Use lists, how-tos, guides, and reviews.

Use original images and videos. These visuals break up text and add context.

Include clear calls-to-action. Instruct readers what to do next.

Update regularly. Fresh content improves ranking and keeps audiences coming back.

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Strategizing For Success

Aspiring affiliate marketers, take heart! Your strategic approach determines the pinnacle of your online success. In the ‘Strategizing for Success’ section, let’s dive into two key tactics: pinpointing lucrative affiliate programs and optimizing your site through SEO.

Finding The Right Affiliate Programs

Selecting an affiliate program that aligns with your interests and audience needs is crucial. Follow these steps to aid your search:

Research: Start with a platform audit to understand your audience’s preferences.

Quality over Quantity: Choose products that offer real value, ensuring higher engagement.

Commission Structures: Compare payout schemes to identify the most rewarding opportunities.

Support: Opt for programs with excellent merchant support to help you navigate challenges.

Leveraging Seo For Organic Traffic

To command a strong online presence, SEO optimization is non-negotiable. Consider these tips:

Keyword Research: Identify what potential customers are searching for online.

Content Creation: Generate informative, keyword-rich content that resonates with your audience.

On-Page SEO: Ensure meta tags, headers, and images are SEO-friendly to improve site visibility.

Backlinks: Cultivate quality backlinks to enhance domain authority and search ranking.

Better search rankings translate to more organic traffic, more clicks, and increased affiliate sales.

Mastering The Art Of Promotion

Mastering the Art of Promotion is a critical step towards success in affiliate marketing. It involves clever strategies and effective tools to reach audiences. Strong promotion means attracting more eyes to your affiliate products. More eyes lead to more potential sales. Let’s dive into some powerful tactics to boost your promotional efforts.

Using Social Media Effectively

Social media platforms are gold mines for affiliate marketers. They are perfect places to share content and engage with followers. Your aim is to build trust and drive traffic to your affiliate links.

Choose the right platforms where your target audience hangs out. Focus on those to get the best results.

Create valuable content that resonates with your audience. Mix it up with images, videos, and stories.

Engage with your followers. Reply to comments, answer questions, and start conversations.

Use hashtags to broaden your reach and find new followers.

Email Marketing Techniques

Email marketing remains a powerful tool for promotion. It allows direct communication with your audience. Emails can convert readers into buyers if done correctly.

Build a subscriber list. Offer something valuable in exchange for email addresses.

Segment your audience to send tailored content to different groups.

Design engaging emails. Use short paragraphs, clear calls-to-action (CTAs), and attractive visuals.

Track your results. Analyze open rates and click-through rates to refine your strategy.

Optimizing For Conversion

Welcome to the world of affiliate marketing, a realm where conversion is king. Success hinges on the ability to optimize every element of your online presence. Transform clicks into commissions by mastering conversion optimization. This section delves into the art of creating effective web pages and employing A/B testing to enhance your affiliate marketing results.

Designing Effective Affiliate Web Pages

Your affiliate website is your digital storefront. It’s here that visitors become customers. A well-designed affiliate page is simple, focused, and packed with value.

Keep it clutter-free to ensure visitors focus on your call-to-action (CTA).

Use high-quality images and videos to engage users.

Highlight benefits of the product, not just features.

Persuasive copy should showcase the product’s value proposition.

CTA placement should be prominent, urging action.

Ensure navigation is intuitive; visitors should find what they need in seconds. Trust signals such as testimonials, ratings, and security badges boost credibility.

A/b Testing For Better Results

A/B testing is the scientist’s approach to marketing. Test, measure, and refine. It is essential for understanding what resonates with your audience.

Start with a hypothesis, such as “Changing the CTA button color will increase conversions”.

Create variation A (the control) and B (the change).

Send equal traffic to both versions.

Collect data on user behavior.

Analyze results to see which performs better.

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Staying Relevant And Competitive

Staying Relevant and Competitive in today’s fast-moving affiliate marketing world demands sharp skills, strategic thinking, and a pulse on what’s trending. Thriving as an affiliate marketer means evolving with the industry.

Keeping Up With Industry Trends

To succeed in affiliate marketing, understanding current trends is crucial. Trends guide consumer behavior, shape digital marketing strategies, and affect your earning potential. Here are ways to stay ahead:

Follow industry leaders on social media and subscribe to their newsletters.

Attend webinars and conferences to network and gain insights.

Participate in online communities, such as forums and groups.

Use analytic tools to monitor changes in consumer interests.

Continuous Learning And Skill Enhancement

Building a career in affiliate marketing is a journey of constant learning. To maintain a competitive edge, commit to enhancing your skills. Here’s where to focus:

Master digital tools for SEO, social media management, and content creation.

Educate yourself through courses and certifications in digital marketing.

Test and analyze different marketing strategies to find what works best.

Stay adaptable to new platforms and technologies that emerge.

Scaling Your Affiliate Business

So, you’ve laid the foundation for your affiliate marketing venture. Great job! Now, it’s time to grow and scale. This is where the magic happens. Scaling your affiliate business means more than just increasing your earnings; it’s about building sustainability and ensuring long-term success. Let’s dive into how you can expand and fortify your affiliate empire.

Diversifying Income Streams

Diversification is key in the affiliate world. Don’t put all your eggs in one basket! Here’s how to diversify:

Promote a mix of products: Choose items from various niches or categories.

Add new affiliate programs: Look for fresh, high-commission opportunities.

Create digital products: Think eBooks or courses related to your niche.

Include different content formats: Use videos, articles, and infographics to engage different audiences.

Utilizing Analytics For Growth

Data is a goldmine for affiliates. Using analytics tools, you can track and improve your performance. Take these steps:

Monitor traffic sources: Know where your visitors come from.

Understand user behavior: Study how visitors interact with your site.

Optimize for conversion: Make data-driven changes to increase sales.

Test different strategies: Experiment and refine your approach for better results.

Remember, every piece of data can guide you to smarter business decisions.

Frequently Asked Questions

Q. What Is Affiliate Marketing?

Affiliate marketing is a performance-based strategy where affiliates earn a commission for marketing another person’s or company’s products or services.

Q. How Do You Start In Affiliate Marketing?

To start in affiliate marketing, choose a niche, sign up for an affiliate program, create content, and promote products using your unique affiliate links.

Q. Can Beginners Succeed In Affiliate Marketing?

Yes, beginners can succeed in affiliate marketing with the right strategy, consistent effort, and by learning from reputable sources and industry experts.

Q. What Skills Are Necessary For Affiliate Marketing?

Successful affiliate marketers often have skills in content creation, SEO, digital marketing strategies, data analysis, and an understanding of their audience’s needs.

Q. How Long To See Results From Affiliate Marketing?

Results from affiliate marketing can vary, but with a solid strategy and consistent effort, some may notice progress in as little as 3–6 months.

Conclusion

Embrace the journey of affiliate marketing with confidence. Equip yourself with the essential skills and knowledge to thrive in this dynamic online arena. Remember, success follows those who are persistent and adaptable. Start your affiliate marketer odyssey now and chart a path to digital triumph.

Your prosperous online future awaits!

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Thanks for reading my article on Empower Your Online Journey: Learn How to Become an Affiliate Marketer And Succeed Online

Affiliate Disclaimer :

This article Contain may be affiliate links, which means I receive a small commission at NO ADDITIONAL cost to you if you decide to purchase something. While we receive affiliate compensation for reviews / promotions on this article, we always offer honest opinions, users experiences and real views related to the product or service itself. Our goal is to help readers make the best purchasing decisions, however, the testimonies and opinions expressed are ours only. As always you should do your own thoughts to verify any claims, results and stats before making any kind of purchase. Clicking links or purchasing products recommended in this article may generate income for this product from affiliate commissions and you should assume we are compensated for any purchases you make. We review products and services you might find interesting. If you purchase them, we might get a share of the commission from the sale from our partners. This does not drive our decision as to whether or not a product is featured or recommended.

Source : Empower Your Online Journey: Learn How to Become an Affiliate Marketer And Succeed Online

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mccraecook99 · 6 months ago

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David Zaslav Vs. The Warner Bros. Mob

Ever since Warner Bros. Discovery has merged two years ago,David Zaslav’s horrible cost-cutting decisions and anti-animation views has badly impacted and severely hurt the company(not Warner Bros.,but Warner Bros. Discovery) since he managed to shut down Rooster Teeth,burlugeoned Cartoon Network’s reputation and legacy by shutting down it’s original headquarters building in Burbank last year,is now deleting many of CN’s most notable shows off Max(except for Powerpuff Girls and Courage),made CN less mainstream and gave some of it’s hours to Adult Swim,shut down it’s online website,and CN now airing few and farther between shows produced by CNS and WBA,imported shows(both original and preschool),shows produced by Hanna-Barbera Studios Europe,and reruns of past shows,threw a few projects/shows that were made or shelved (such as a few CN shows such as Infinity Train,Close Enough,and Victor and Valentino,Coyote Vs. ACME,Scoob:Holiday Haunt,Bye Bye Bunny,and The Cartoon Cartoons Program)in the WBD vaults and cancelled a lot of films and shows in production such as DC’s Batgirl,the Scooby-Doo Hex Girls Movie,Pibby:Apocolypse,and the DC animated Batman Beyond movie,has the company engage in tax write-offs and did a number of layoffs,doubled down on WB Games,mistreating animation and famous IP’s like Looney Tunes and Scooby-Doo,making CN and WB having weak anniversaries with CN’s 30th anniversary in 2022 and WB’s 100th Anniversary in 2023, made Cartoonito a one-hour block on CN now,purged a lot of shows off HBO Max back in Augest 2022,and other shakeups and decisions he’s made at the company.

Now,worse with Warner Bros. Discovery no longer renewing its deal with Sesame Workshop for any more new seasons of Sesame Street on HBO and Max and the long-running kids series is finding a new home now(at least it still had PBS) and Max now attempting to remove not only more CN shows off it’s service,but almost the rest of the animated shows off it’s service next year and 2026(such as classic Looney Tunes shorts,Tom & Jerry,Scooby-Doo,South Park,The Flintstones,Powerpuff Girls,and more),making Max more like Minimum than ever,my hatred for Zaslav has reached full infinity now that I decided to finally do this drawing.

Now,in this animated colored pic,here is David Zaslav,now in fear and holding his bag of money,now being chased by an angry mob of WB characters,who are now enraged at Zaslav for ruining the company’s reputation,ruining both Max as a streaming service and Cartoon Network as a channel, and nearly hurting and harming Warner Bros. as a studio and entertainment company that is meant to entertain the world since 2023,not be anti-art and cancel film projects(and the company isn’t the studio who does storytelling since other studios like Universal,Disney,MGM,Sony,20th Century Studios,A24,Netflix,and Paramount have done films and television as well). I hope Zaslav pays for what he had done and deserves to be beaten down and punished by the mob for good.

Also,to save Max and put a lot of cartoons on this streaming service,please support,sign,and share my petition to make it an animation heaven again and make Zaslav reconsider.

https://www.change.org/p/get-wbd-to-relaunch-cn-website-and-put-a-lot-of-cartoons-back-on-max-formally-on-hbo-max/dashboard?source_location=user_profile_started

at least The Day The World Blew Up:A Looney Tunes Movie is safe now with Ketchup Entertainment distributing it to theaters next year in February,DC is starting a new universe with James Gunn starting with 2025’s Superman launching it next year,I praise WB Animation/Cartoon Network Studios President,Sam Register for still being respectful to animation, and Bill Damaschke is bringing back Warner Animation Group,now as WB Pictures Animation on the big screen starting with an CG animation adaptation of Dr. Suess’ The Cat In The Hat releasing in 2026. Also,WB will have new plans for the Looney Tunes franchise in 2028,I hope more CN classics and originals will get complete series DVD releases in the future(including ones being brought out of the WBD vault like Infinity Train and Victor and Valentino)like they’re having with Regular Show next year in February,and Scooby-Doo is rebooting itself with Go Go Mystery Machine next year.

I hope by next year,I just wish David Zaslav would finally step down as CEO and leave the company for good,I can’t stand him running it anymore and making anymore bad decisions,since Disney CEO,Bob Iger is stepping down in 2026 and having a successor take his place.

#warner bros #cartoonnetwork #david zaslav #bugs bunny #the powerpuff girls #animaniacs #infinity train #jellystone #yogibear

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radioactiveradley · 6 months ago

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Been a while, crocodiles. Let's talk about cad.

or, y'know...

Yep, we're doing a whistle-stop tour of AI in medical diagnosis!

Much like programming, AI can be conceived of, in very simple terms, as...

a way of moving from inputs to a desired output.

See, this very funky little diagram from skillcrush.com.

The input is what you put in. The output is what you get out.

This output will vary depending on the type of algorithm and the training that algorithm has undergone – you can put the same input into two different algorithms and get two entirely different sorts of answer.

Generative AI produces ‘new’ content, based on what it has learned from various inputs. We're talking AI Art, and Large Language Models like ChatGPT. This sort of AI is very useful in healthcare settings to, but that's a whole different post!

Analytical AI takes an input, such as a chest radiograph, subjects this input to a series of analyses, and deduces answers to specific questions about this input. For instance: is this chest radiograph normal or abnormal? And if abnormal, what is a likely pathology?

We'll be focusing on Analytical AI in this little lesson!

Other forms of Analytical AI that you might be familiar with are recommendation algorithms, which suggest items for you to buy based on your online activities, and facial recognition. In facial recognition, the input is an image of your face, and the output is the ability to tie that face to your identity. We’re not creating new content – we’re classifying and analysing the input we’ve been fed.

Many of these functions are obviously, um, problematique. But Computer-Aided Diagnosis is, potentially, a way to use this tool for good!

Right?

....Right?

Let's dig a bit deeper! AI is a massive umbrella term that contains many smaller umbrella terms, nested together like Russian dolls. So, we can use this model to envision how these different fields fit inside one another.

AI is the term for anything to do with creating and managing machines that perform tasks which would otherwise require human intelligence. This is what differentiates AI from regular computer programming.

Machine Learning is the development of statistical algorithms which are trained on data –but which can then extrapolate this training and generalise it to previously unseen data, typically for analytical purposes. The thing I want you to pay attention to here is the date of this reference. It’s very easy to think of AI as being a ‘new’ thing, but it has been around since the Fifties, and has been talked about for much longer. The massive boom in popularity that we’re seeing today is built on the backs of decades upon decades of research.

Artificial Neural Networks are loosely inspired by the structure of the human brain, where inputs are fed through one or more layers of ‘nodes’ which modify the original data until a desired output is achieved. More on this later!

Deep neural networks have two or more layers of nodes, increasing the complexity of what they can derive from an initial input. Convolutional neural networks are often also Deep. To become ‘convolutional’, a neural network must have strong connections between close nodes, influencing how the data is passed back and forth within the algorithm. We’ll dig more into this later, but basically, this makes CNNs very adapt at telling precisely where edges of a pattern are – they're far better at pattern recognition than our feeble fleshy eyes!

This is massively useful in Computer Aided Diagnosis, as it means CNNs can quickly and accurately trace bone cortices in musculoskeletal imaging, note abnormalities in lung markings in chest radiography, and isolate very early neoplastic changes in soft tissue for mammography and MRI.

Before I go on, I will point out that Neural Networks are NOT the only model used in Computer-Aided Diagnosis – but they ARE the most common, so we'll focus on them!

This diagram demonstrates the function of a simple Neural Network. An input is fed into one side. It is passed through a layer of ‘hidden’ modulating nodes, which in turn feed into the output. We describe the internal nodes in this algorithm as ‘hidden’ because we, outside of the algorithm, will only see the ‘input’ and the ‘output’ – which leads us onto a problem we’ll discuss later with regards to the transparency of AI in medicine.

But for now, let’s focus on how this basic model works, with regards to Computer Aided Diagnosis. We'll start with a game of...

Spot The Pathology.

yeah, that's right. There's a WHACKING GREAT RIGHT-SIDED PNEUMOTHORAX (as outlined in red - images courtesy of radiopaedia, but edits mine)

But my question to you is: how do we know that? What process are we going through to reach that conclusion?

Personally, I compared the lungs for symmetry, which led me to note a distinct line where the tissue in the right lung had collapsed on itself. I also noted the absence of normal lung markings beyond this line, where there should be tissue but there is instead air.

In simple terms.... the right lung is whiter in the midline, and black around the edges, with a clear distinction between these parts.

Let’s go back to our Neural Network. We’re at the training phase now.

So, we’re going to feed our algorithm! Homnomnom.

Let’s give it that image of a pneumothorax, alongside two normal chest radiographs (middle picture and bottom). The goal is to get the algorithm to accurately classify the chest radiographs we have inputted as either ‘normal’ or ‘abnormal’ depending on whether or not they demonstrate a pneumothorax.

There are two main ways we can teach this algorithm – supervised and unsupervised classification learning.

In supervised learning, we tell the neural network that the first picture is abnormal, and the second and third pictures are normal. Then we let it work out the difference, under our supervision, allowing us to steer it if it goes wrong.

Of course, if we only have three inputs, that isn’t enough for the algorithm to reach an accurate result.

You might be able to see – one of the normal chests has breasts, and another doesn't. If both ‘normal’ images had breasts, the algorithm could as easily determine that the lack of lung markings is what demonstrates a pneumothorax, as it could decide that actually, a pneumothorax is caused by not having breasts. Which, obviously, is untrue.

or is it?

....sadly I can personally confirm that having breasts does not prevent spontaneous pneumothorax, but that's another story lmao

This brings us to another big problem with AI in medicine –

If you are collecting your dataset from, say, a wealthy hospital in a suburban, majority white neighbourhood in America, then you will have those same demographics represented within that dataset. If we build a blind spot into the neural network, and it will discriminate based on that.

That’s an important thing to remember: the goal here is to create a generalisable tool for diagnosis. The algorithm will only ever be as generalisable as its dataset.

But there are plenty of huge free datasets online which have been specifically developed for training AI. What if we had hundreds of chest images, from a diverse population range, split between those which show pneumothoraxes, and those which don’t?

If we had a much larger dataset, the algorithm would be able to study the labelled ‘abnormal’ and ‘normal’ images, and come to far more accurate conclusions about what separates a pneumothorax from a normal chest in radiography. So, let’s pretend we’re the neural network, and pop in four characteristics that the algorithm might use to differentiate ‘normal’ from ‘abnormal’.

We can distinguish a pneumothorax by the appearance of a pleural edge where lung tissue has pulled away from the chest wall, and the radiolucent absence of peripheral lung markings around this area. So, let’s make those our first two nodes. Our last set of nodes are ‘do the lung markings extend to the chest wall?’ and ‘Are there no radiolucent areas?’

Now, red lines mean the answer is ‘no’ and green means the answer is ‘yes’. If the answer to the first two nodes is yes and the answer to the last two nodes is no, this is indicative of a pneumothorax – and vice versa.

Right. So, who can see the problem with this?

(image courtesy of radiopaedia)

This chest radiograph demonstrates alveolar patterns and air bronchograms within the right lung, indicative of a pneumonia. But if we fed it into our neural network...

The lung markings extend all the way to the chest wall. Therefore, this image might well be classified as ‘normal’ – a false negative.

Now we start to see why Neural Networks become deep and convolutional, and can get incredibly complex. In order to accurately differentiate a ‘normal’ from an ‘abnormal’ chest, you need a lot of nodes, and layers of nodes. This is also where unsupervised learning can come in.

Originally, Supervised Learning was used on Analytical AI, and Unsupervised Learning was used on Generative AI, allowing for more creativity in picture generation, for instance. However, more and more, Unsupervised learning is being incorporated into Analytical areas like Computer-Aided Diagnosis!

Unsupervised Learning involves feeding a neural network a large databank and giving it no information about which of the input images are ‘normal’ or ‘abnormal’. This saves massively on money and time, as no one has to go through and label the images first. It is also surprisingly very effective. The algorithm is told only to sort and classify the images into distinct categories, grouping images together and coming up with its own parameters about what separates one image from another. This sort of learning allows an algorithm to teach itself to find very small deviations from its discovered definition of ‘normal’.

BUT this is not to say that CAD is without its issues.

Let's take a look at some of the ethical and practical considerations involved in implementing this technology within clinical practice!

(Image from Agrawal et al., 2020)

Training Data does what it says on the tin – these are the initial images you feed your algorithm. What is key here is volume, variety - with especial attention paid to minimising bias – and veracity. The training data has to be ‘real’ – you cannot mislabel images or supply non-diagnostic images that obscure pathology, or your algorithm is useless.

Validation data evaluates the algorithm and improves on it. This involves tweaking the nodes within a neural network by altering the ‘weights’, or the intensity of the connection between various nodes. By altering these weights, a neural network can send an image that clearly fits our diagnostic criteria for a pneumothorax directly to the relevant output, whereas images that do not have these features must be put through another layer of nodes to rule out a different pathology.

Finally, testing data is the data that the finished algorithm will be tested on to prove its sensitivity and specificity, before any potential clinical use.

However, if algorithms require this much data to train, this introduces a lot of ethical questions.

Where does this data come from?

Is it ‘grey data’ (data of untraceable origin)? Is this good (protects anonymity) or bad (could have been acquired unethically)?

Could generative AI provide a workaround, in the form of producing synthetic radiographs? Or is it risky to train CAD algorithms on simulated data when the algorithms will then be used on real people?

If we are solely using CAD to make diagnoses, who holds legal responsibility for a misdiagnosis that costs lives? Is it the company that created the algorithm or the hospital employing it?

And finally – is it worth sinking so much time, money, and literal energy into AI – especially given concerns about the environment – when public opinion on AI in healthcare is mixed at best? This is a serious topic – we’re talking diagnoses making the difference between life and death. Do you trust a machine more than you trust a doctor? According to Rojahn et al., 2023, there is a strong public dislike of computer-aided diagnosis.

So, it's fair to ask...

why are we wasting so much time and money on something that our service users don't actually want?

Then we get to the other biggie.

There are also a variety of concerns to do with the sensitivity and specificity of Computer-Aided Diagnosis.

We’ve talked a little already about bias, and how training sets can inadvertently ‘poison’ the algorithm, so to speak, introducing dangerous elements that mimic biases and problems in society.

But do we even want completely accurate computer-aided diagnosis?

The name is computer-aided diagnosis, not computer-led diagnosis. As noted by Rajahn et al, the general public STRONGLY prefer diagnosis to be made by human professionals, and their desires should arguably be taken into account – as well as the fact that CAD algorithms tend to be incredibly expensive and highly specialised. For instance, you cannot put MRI images depicting CNS lesions through a chest reporting algorithm and expect coherent results – whereas a radiologist can be trained to diagnose across two or more specialties.

For this reason, there is an argument that rather than focusing on sensitivity and specificity, we should just focus on producing highly sensitive algorithms that will pick up on any abnormality, and output some false positives, but will produce NO false negatives.

(Sensitivity = a test's ability to identify sick people with a disease)

(Specificity = a test's ability to identify that healthy people do not have this disease)

This means we are working towards developing algorithms that OVERESTIMATE rather than UNDERESTIMATE disease prevalence. This makes CAD a useful tool for triage rather than providing its own diagnoses – if a CAD algorithm weighted towards high sensitivity and low specificity does not pick up on any abnormalities, it’s highly unlikely that there are any.

Finally, we have to question whether CAD is even all that accurate to begin with. 10 years ago, according to Lehmen et al., CAD in mammography demonstrated negligible improvements to accuracy. In 1989, Sutton noted that accuracy was under 60%. Nowadays, however, AI has been proven to exceed the abilities of radiologists when detecting cancers (that’s from Guetari et al., 2023). This suggests that there is a common upwards trajectory, and AI might become a suitable alternative to traditional radiology one day. But, due to the many potential problems with this field, that day is unlikely to be soon...

That's all, folks! Have some references~

#medblr #artificial intelligence #radiography #radiology #diagnosis #medicine #studyblr #radioactiveradley #radley irradiates people #long post

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