Following technology news can feel like drinking from a firehose, and you can’t trust every headline. Sort each story into news, opinion or sponsored, then trace it to its source. That habit does most of the work.
| Item | Value |
|---|---|
| Basic content types in most American news | Three: news, editorials, sponsored |
| Questions fact-checking seeks to confirm | Three questions: clear source, reliable source, reasonable conclusions |
| Popular non-fiction books fact-checked before publication | Not routinely |
| Online global citizens who believe they’ve been exposed to fake news (Ipsos survey) | 86% |
| U.S. adults who say their news sources presented facts meant to favor one side (Pew Research Center) | Two-thirds |
These figures come from the Oberlin College Libraries guide and the Embry-Riddle library guide, which cites the two surveys. Figures can change, so check the sources before you rely on them.
What counts as technology news?
Technology news is reporting on new products, research, security incidents, policy and the companies behind them. The topic is specialised, but the rules for judging it are the same as for any other news. Before you judge a claim, work out what kind of article you are reading.
The Oberlin library guide says there are three basic types of content in most American news: news, editorials and sponsored pieces. Each type has different editorial standards, so a tech headline can deserve very different levels of trust depending on its category.
- News tries to present impartial facts about important events.
- Editorials let paid columnists, outside experts and readers argue about how facts should be interpreted.
- Sponsored content is built to read like news or opinion, but a third-party advertiser has paid for it.
In newspapers and magazines, opinion content is typically labelled “Opinion,” “Editorial,” “Analysis” or “Commentary,” according to the same guide. Sponsored pieces usually carry a label such as “Promotional content” or “Sponsored content,” or a byline attributed to a corporation. Reading the label first takes a few seconds and tells you how much checking you need to do yourself.

How technology news gets fact-checked
Editorial fact-checking means each fact in an article is checked against the original sources used to create the piece. At large, well-funded news organisations, the Oberlin guide says a dedicated fact-checker who was not involved in the reporting typically does this work. Smaller organisations may have the journalists and editors do it themselves.
Fact-checking seeks to confirm three things:
- Is there a clear source for every discrete fact, statement or claim?
- Is the source reliable?
- Are the conclusions the piece draws from the facts reasonable?
When an incorrect fact slips through, reputable news organisations publish a correction. A visible corrections practice is a good sign. If you can’t tell what checking a publication applies, the guide suggests you can ask, using a contact form, public editor or ombudsperson.
Opinion pieces are a different matter. Most editorial pieces are not subjected to the same rigorous fact-checking standards as news reporting, even in venues with high standards for news. That means you have to confirm the facts in an opinion piece yourself.
Books follow yet another rule. The same guide says popular non-fiction books are not routinely subjected to fact-checking before publication, so the burden of tracing facts falls on readers. A confident tech book is not automatically a checked one.
Misinformation, disinformation and propaganda in tech coverage
These three terms are often used as if they meant the same thing. The Pacific Lutheran University library guide separates them by intent, and the difference helps you decide how to respond to a bad claim. The guide also notes that some sources define the terms differently.
- Misinformation is an unintentional mistake, such as a typo in a headline or sharing a satirical article believing it is real.
- Disinformation is intentionally meant to mislead and deceive.
- Propaganda is true or false information that is funded and communicated by the state in order to persuade.
Satire is a related case. The Embry-Riddle guide gives The Onion as an example of news satire, which holds topical issues up to ridicule and irony. A satirical tech story passed along by someone who thinks it’s real becomes misinformation.
Emotion matters here. The Pacific Lutheran guide says the most effective disinformation campaigns point to our underlying fears and insecurities. Our guide on how to spot fake tech news goes deeper on the warning signs specific to technology stories.
Red flags and a four-step habit for any tech story
Some problems show up before you read a word. The Tacoma Community College guide lists red flags, starting with no authors, creators, publishers or organisations listed. It also warns about websites that end in “.com.co,” which it says are often fake versions of real news sources.
For the reading itself, the Embry-Riddle checklist describes the SIFT method. It has four steps:
- Stop. Ask whether you know the website, the information source or its reputation.
- Investigate the source. Find out who is publishing and what their expertise and agenda are.
- Find better coverage. Check whether multiple sources are reporting the same thing.
- Trace claims, quotes and media to their original context.
The checklist adds simple questions about timing and sources. When was the piece written, and is there a publication date? If there are citations with links, where do the links lead? You can read more about this mindset in our guide to how to read tech news critically.
The Tacoma guide calls cross-checking details, facts and quotes against several sources triangulation. It also names fact-checking sites such as FactCheck.org, Politifact and Snopes in the Embry-Riddle list. Check the Embry-Riddle checklist for the full set of questions.

Which technology topics should you learn first?
Much of the confusion in technology news comes from jargon. When you know what a term means, you can tell whether a headline is using it sensibly. These explainers cover the topics that appear most often.
- If “AI” headlines blur together, start with our explainer on what is artificial intelligence.
- For stories about the hardware inside devices, read about what is a semiconductor chip.
- For mobile networks, see how does 5g work.
- When coverage mentions servers, storage or outages, our guide on what is cloud computing gives the basics.
- For a field that is often described in vague terms, try what is quantum computing.
- When a company announces a security incident, our page on what is a data breach explains the term.
Two wider sections cover the consumer side of the beat. You can browse gaming news and guides for play and platforms, or mobile phones and gadgets for the devices in your pocket.

Keeping a calm, useful technology news habit
Healthy skepticism is different from cynicism. The Pacific Lutheran guide describes information cynicism as thinking that because you must question everything, you must believe nothing. Credible information is out there, and a few basic skills help you find it.
Your own reaction is a useful signal. The Tacoma guide says that if a story makes you really angry, keep reading about the topic through other sources, because it may have been written to provoke shares. Reading widely also helps, since the guide says it’s best to read multiple sources to get a variety of viewpoints.
The Pacific Lutheran guide also reminds readers that evaluating information takes practice. You don’t need to beat yourself up if false information fools you once. A simple routine works well:
- Check the label: news, opinion or sponsored.
- Look for the author, the date and the sources.
- Find a second report that does not simply repeat the first.
- Pause before sharing anything that makes you feel strongly.
Frequently asked questions
What is technology news?
Show answer
It is reporting on products, research, security events and policy in the technology world. How far you can trust a given story depends on whether it is news, opinion or sponsored content, and on how well its claims trace back to original sources.
How can I tell if a tech article is sponsored?
Show answer
Look for a label such as “Promotional content” or “Sponsored content,” or a byline attributed to a corporation, as the Oberlin guide describes. If the piece promotes a product and reads like news, treat its facts with extra caution and check the motives of the sponsor.
Is opinion writing about technology fact-checked?
Show answer
Usually not to the same standard as news. The Oberlin guide says most editorial pieces are not held to the same rigorous fact-checking standards, so you need to confirm the facts yourself.
How many people think they have seen fake news?
Show answer
The Embry-Riddle guide cites an Ipsos survey in which 86% of online global citizens believe they have been exposed to fake news. It also cites a Pew Research Center finding that two-thirds of U.S. adults say their news sources have presented facts meant to favor one side. Survey results can change, so check the original surveys.
Should I distrust every tech headline?
Show answer
No. The Pacific Lutheran guide warns that questioning everything can slide into believing nothing. Aim for healthy skepticism: check the source, look for better coverage and trace claims to where they started.



