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One peer-reviewed content analysis, read carefully. What it found, what it did not test, and why the difference matters.
By TV Intelligentsia, Editorial · Companion to Bluey and the Parents Who Come Back
One peer-reviewed content analysis, read carefully. What it found, what it did not test, and why the difference matters.
By TV Intelligentsia, Editorial
Companion to Bluey and the Parents Who Come Back, our TVI Kids Essential review.
The review makes a developmental argument about Bluey and cites a study to support part of it. This page shows the working: what the study actually did, what its numbers are, where it stops, and which parts of our argument rest on it rather than on our own viewing.
We are separating three things that get collapsed constantly in writing about children's media:
The most common error in this genre is presenting the first or second as though it were the third.
Bohl, Smith and Bolling, at CQUniversity, published "Oh, Biscuits!" Exploring resilience in the children's television programme Bluey in the Educational and Developmental Psychologist in 2025.1
Method. They watched every episode of seasons one through three, 150 episodes in total, and coded each one for plot, primary and secondary themes, characters, and support networks. Resilience moments were coded against Grotberg's Resilience Framework, which sorts resilience into three attributes: I HAVE (external supports), I AM (internal strengths), and I CAN (interpersonal and problem-solving skills).2
That framework choice is the most useful thing about the study, and it is the part almost every write-up omits.
| Finding | Value |
|---|---|
| Episodes coded | 150, seasons 1 to 3 |
| Resilience as a primary or secondary theme | 48.7% |
| Most common primary themes | creative play 30.0%, resilience 27.3% |
| Resilience storylines featuring Bluey | 54.8% |
| Storylines where parents were the main facilitators | 64.4% |
| Of those, Chilli specifically | 46.6% |
| Most prevalent resilience attribute | I HAVE |
| Dominant support network | the family |
"I HAVE" was the most prevalent attribute, with trusting relationships and role models as its core factors.
Read that against how resilience is usually sold to parents. The popular version is an internal quality: grit, toughness, bouncing back, something a child either has or must be taught to manufacture. That would be I AM.
What the coding found instead is that Bluey's resilience is overwhelmingly relational. It lives in who the child has, not in what the child is. And 64.4% of the time, the person the child has is a parent.
This is the one place where the external research and our own reading of the show converge on the same claim from different directions. Our review argues that the series is fundamentally about adults who come back. An independent content analysis, using a framework we did not choose and coding categories we had no part in, found that the dominant resilience attribute across 150 episodes is the one about having someone.
We did not need the study to make that argument. But it is a genuine, independent check on it, and we would have reported it here if it had gone the other way.
It is a content analysis. It describes what is on screen. It does not measure children.
There is no child in this study. No exposure condition, no control group, no measure taken before and after. It cannot tell you that watching Bluey makes a child more resilient, because it never observed a child at all.
That boundary is easy to lose. One widely syndicated write-up of this very paper ran under a headline saying researchers "found it can teach kids about resilience for real life."3 A content analysis cannot find that. It can find that the teaching material is reliably present, which is a real and useful finding, and a different one.
Three further limits worth stating:
Coverage stops at season three. The 150 episodes end before the later material, including "The Sign." Anything said about the show's whole run extends past the data.
Prevalence is not quality. Coding tells you how often a theme appears, not how well it is handled. A show could score identically on frequency and be much worse.
Coding involves judgment. Two researchers applying Grotberg's categories to the same seven minutes will not always agree. This is the same problem TVI has with its own rubric, which is why our inter-rater reliability work exists and why we do not pretend it is finished.
The American Academy of Pediatrics' 2026 technical report is the relevant boundary on the other side.4 Its position is that even high-quality programming, watched alongside an engaged parent, does not deliver what direct device-free interaction with a responsive caregiver delivers.
That is not an argument against Bluey. It is an argument against treating any screen as a substitute for the thing the screen is depicting. The AAP separately supports co-viewing as a practice where it is feasible.5
The play literature sits underneath both. Yogman and colleagues' The Power of Play, reaffirmed in 2025, establishes play as a context in which language, regulation, executive function and relational capacity develop.6 The Harvard Center's serve-and-return model describes the specific interaction pattern the show stages repeatedly.7
None of that is Bluey research. It is the developmental background against which the show's choices look deliberate rather than lucky.
Supported:
Not supported, and we will not claim it:
TVI's score is a rating of a work. It is not a measurement of a child.
TVI scores are independent editorial assessments of a work. They are not measurements of any child. This page reviews external research; TVI did not conduct the study described and has no relationship with its authors.
TVI scores are independent editorial assessments of a work. They are not measurements of any child. TVI did not conduct the study described and has no relationship with its authors.