Considering this data

Grammatically, this is a participial phrase that usually acts as an introductory element. You place it at the beginning of a sentence to set the stage for your main point. Because it’s an introductory phrase, you almost always follow it with a comma. For example: Considering this data, we should increase our marketing budget. Notice how the phrase acts as a foundation for the recommendation? You can also tuck it into the middle of a sentence, though this is less common. Something like, "The board, considering this data, decided to pivot." However, if you want to sound clear and punchy, stick to the start. It's like putting the seasoning on the steak before you cook it—it sets the flavor for everything that follows. Make sure 'this data' refers to something you actually just mentioned. If you haven't shown any data yet, your audience will be looking around the room for the missing chart like they lost their car keys.

This phrase lives in the 'Business Casual' to 'Very Formal' neighborhood. You’ll find it in academic essays, white papers, quarterly business reviews, and tech blogs. It’s definitely not something you’d use while yelling at a video game or texting your mom about what’s for dinner. If you said, "Considering this data, I think we need more milk," your family might think you’ve been replaced by a corporate AI. It belongs to the world of the 'Thinking Professional.' It’s the register of the analyst, the scientist, and the strategist. It’s designed to remove personal bias. Instead of saying "I think," which sounds subjective, you say Considering this data, which sounds objective. It shifts the focus from your opinion to the facts themselves. It’s like wearing a sharp suit—it gives your words immediate weight and respectability.

Imagine you are a YouTuber looking at your analytics. You see that people stop watching your videos after two minutes. You might say in a strategy meeting, "Considering this data, our intros are way too long." Or picture a climate change documentary. The narrator shows a graph of rising sea levels and says, "Considering this data, coastal cities must begin immediate relocation planning." In a more modern setting, think about an Instagram influencer looking at their engagement rates. "Considering this data, my followers prefer travel reels over cooking tutorials." Even in the world of online shopping, a company might use it internally: "Considering this data on cart abandonment, we need to simplify the checkout process." It’s the phrase that turns 'stuff we know' into 'stuff we are going to do.' It's the engine room of a persuasive argument.

Use this when you have just finished explaining a trend, a set of numbers, or a series of facts. It is the perfect 'pivot' point. If you’ve spent three slides showing how sales have dropped, Considering this data is the perfect way to start the fourth slide about your new strategy. It’s also great for academic writing when you are synthesizing multiple sources. If Source A says X and Source B says Y, you can say, "Considering this data from both studies, we can conclude Z." Use it when you want to sound authoritative and logical. It works beautifully in job interviews when you are asked how you solved a problem. "I looked at the customer feedback, and considering this data, I implemented a new ticketing system." It shows you are a data-driven worker, which is a massive green flag for employers in 2026.

Don't use this for trivial, non-quantifiable things. If your friend tells you they are sad because their cat ran away, do not say, "Considering this data, you should get a dog." That is a one-way ticket to being blocked on WhatsApp. Emotions aren't 'data.' Also, avoid using it if the 'data' you're referring to is just one tiny, insignificant fact. It implies a body of evidence. Using it for a single observation makes you sound like you're trying too hard to be Sherlock Holmes. Also, avoid it in very high-energy, casual settings. If you’re at a party and someone asks if you want another drink, saying "Considering this data on my current blood-alcohol level, I decline," will make you the least popular person at the party. Use it for analysis, not for choosing which Netflix show to binge-watch on a Friday night.

One big mistake is adding unnecessary prepositions. People often try to say Considering to this data or Considering about this data. Neither is correct! The verb considering here acts like a preposition itself, so it goes straight to the object. ✗ Considering about this data → ✓ Considering this data. Another mistake is the 'Dangling Participle.' This happens when the person 'considering' isn't the subject of the sentence. ✗ Considering this data, the report was written. (The report didn't consider the data, the author did!) → ✓ Considering this data, I wrote the report. Lastly, don't confuse 'data' with 'information' in every context. While they are similar, 'data' usually implies something measured or scientific. If you're just talking about a rumor you heard, use Considering this information instead. Using data for gossip makes you sound like a very confused robot.

If you find yourself using Considering this data too much, your writing will start to sound like a repetitive loop. Switch it up! For a slightly more formal vibe, try In light of these findings. It sounds very 'scientific journal.' If you want something more direct, go with Given this information. It’s a bit punchier and works well in emails. If the data is particularly shocking, you might say Based on these alarming statistics. In a legal or highly structured environment, you might hear Taking these metrics into account. For a more modern, tech-focused feel, try Looking at the current analytics. If you’re feeling a bit old-school and academic, With these figures in mind is a classic choice. All of these perform the same 'bridge' function but allow you to change the flavor of your sentence.

Is 'data' singular or plural? Technically, in Latin, it’s plural (the singular is 'datum'). However, in modern English, especially in the US and in tech, it is almost always treated as a mass noun like 'water' or 'information.' So, you use this data (singular) rather than these data (plural), although you will still see these data in very formal scientific journals. Can I use it to start a paragraph? Absolutely! It’s a fantastic way to link a new paragraph to the one before it. Just make sure the previous paragraph actually contained the data you're referring to. Is it too formal for an email to my boss? Not at all. It shows you are professional and thorough. It’s much better than saying "Because of the numbers..." which sounds a bit elementary. It gives you that 'senior management' polish without being overly stiff. Just don't use it to explain why you were five minutes late for a meeting!