Use Present Continuous with ease and confidence
In data analytics, we use the Present Continuous to describe active processes, live migrations, and shifting trends.
Present Continuous Formation
| Subject | Positive (+) | Negative (-) | Question (?) |
| I | I am cleaning the dataset. | I am not using Tableau today. | Am I running the right query? |
| You | You are visualizing the KPIs. | You are not filtering correctly. | Are you joining these tables? |
| He / She | She is querying the database. | He is not testing the script. | Is she presenting the findings? |
| It | It is ingesting the raw data. | It is not responding at the moment. | Is it refreshing automatically? |
| We | We are migrating to the cloud. | We are not scraping that site. | Are we hitting the API limit? |
| They | They are auditing the logs. | They are not updating the docs. | Are they seeing the anomaly? |
When do we use this tense?
1. Actions happening right now
Use this for tasks currently in progress or real-time system behaviors.
“The ETL pipeline is running right now.” (*ETL = Extract, Transform, Load)
“I am debugging this Python script at the moment.”
2. Future arrangements (100% plans)
Use this for scheduled meetings, deployments, or deadlines that are already “on the calendar.”
“We are deploying the new dashboard tomorrow morning.”
“I am meeting with the stakeholders at 2:00 PM.”
3. Annoying habits (with “always”)
Use this to vent about recurring technical friction or team habits that irritate you.
“The server is always crashing during peak hours!”
“They are always requesting ad-hoc reports at 4:55 PM.”
4. Trends and developing situations
Since data analysts track change, this is your most-used category. It describes a “slope” rather than a single data point.
“The bounce rate is decreasing after the UI update.”
“Cloud costs are rising faster than we anticipated.”
Action vs Non-action verbs
In data analytics, these “State” (non-action) verbs usually describe the properties of a dataset, a logical requirement, or a person’s understanding—things that are true, rather than things that are “happening.”
Incorrect: “The database is containing 5 million rows.”
Correct: “The database contains 5 million rows.”
Common State Verbs for Data Analysts
These verbs are almost always used in the Present Simple, even if you are talking about the “right now.”
| Category | Verb | Data Context Example |
| Possession | Contain | “The JSON /ˈdʒeɪsən/ file contains the user IDs.” |
| Include | “The report includes the Q4 projections.” | |
| Have | “I have the administrative permissions.” | |
| Opinion/Thought | Know | “We know why the query is slow.” |
| Believe | “She believes the data is skewed.” | |
| Understand | “They understand the business logic.” | |
| Preference | Want | “The stakeholder wants a bar chart, not a pie chart.” |
| Need | “The model needs more training data.” | |
| Senses/Logic | Seem / Appear | “The anomaly appears to be a tracking error.” |
| Mean | “This drop in traffic means the API is down.” |