#ContentAnalysis
New in JMIR Aging: Aging Like Milk or Fine Wine: Content Analysis of Reactions to One’s Future Self on TikTok #TikTok #AgingFilter #FutureSelf #ContentAnalysis #SocialMediaTrends
Aging Like Milk or Fine Wine: Content Analysis of Reactions to One’s Future Self on TikTok
Background: The “aged” filter has gone viral on TikTok. This filter leverages AI to superimpose signs of aging, such as wrinkles, crow’s feet, and sagging skin, onto a user’s face. Notably, several dermatologists have attested to the accuracy of this filter in simulating the effects of aging. Reactions among the TikTok community have been mixed, with some utterly dismayed but others wholeheartedly embracing the sight of their aged visages. Objective: This study takes a deep dive into the ways in which TikTok users react to their aged selves through a content analysis of videos featuring the aged filter. Understanding how they respond to the filter can shed light on the types of meanings commonly attributed to old age as a social construct. The following research questions form the premise of our content analysis of videos on TikTok: (1) How do individuals react to the way their possible future selves look? (2) What types of attitudes toward old age are being conveyed in these videos? (3) What do these responses say about prevailing cultural beliefs, values, and attitudes toward old age? Methods: To build a comprehensive dataset, we compiled all publicly available videos (N=2682) using the following hashtags as search queries: “#AgedFilter,” “#OldFilter,” and “#AgeFilter.” Collectively, these hashtags amassed >2,068,100,000 views at the time of writing this manuscript. After applying our exclusion criteria, the dataset comprised 681 videos, which received a total of 34,382,236 likes, 1,204,741 favorites, and 211,006 comments. Both deductive and inductive approaches informed our content analysis. Results: A total of 7 themes emerged from our content analysis. Half of the videos (n=342, 50%) fell under theme 1, “anxiety about aging.” The second-largest theme (n=95, 14%) focused on the “pursuit of youthfulness” (theme 2). Theme 3 was about “aging with confidence” (n=84, 12%) and theme 4 was about the “beauty of aging” (n=54, 8%). Theme 5 examined the “privilege of aging” (n=48, 7%) and theme 6 examined “generational connections” (n=43, 6%). Theme 7 covered the “inevitability of aging” (n=15, 2%). Conclusions: This study marks one of the first attempts to analyze videos using the aged filter on TikTok. Our findings suggest that ageist beliefs may be prevalent among some users. Going forward, there is value in adopting a definition of beauty that transcends age. By doing so, aging can be reframed as a natural part of life to be embraced rather than as a grim reality to be dreaded.
dlvr.it
August 26, 2026 at 2:20 PM
ICYMI: Comscore launches cross-platform content analysis tools for media companies: New measurement solution provides insights across TV, streaming, and digital platforms for content owners and media companies. #Comscore #MediaAnalytics #ContentAnalysis #CrossPlatform #TVStreaming
Comscore launches cross-platform content analysis tools for media companies
New measurement solution provides insights across TV, streaming, and digital platforms for content owners and media companies.
ppc.land
January 24, 2025 at 10:43 PM
Comscore launches cross-platform content analysis tools for media companies: New measurement solution provides insights across TV, streaming, and digital platforms for content owners and media companies. #ContentAnalysis #MediaCompanies #CrossPlatform #StreamingInsights #DigitalMedia
Comscore launches cross-platform content analysis tools for media companies
New measurement solution provides insights across TV, streaming, and digital platforms for content owners and media companies.
ppc.land
January 21, 2025 at 10:39 PM
ICYMI: Comscore launches cross-platform content analysis tools for media companies #Comscore #MediaAnalytics #ContentAnalysis #CrossPlatform #TVStreaming
Comscore launches cross-platform content analysis tools for media companies
New measurement solution provides insights across TV, streaming, and digital platforms for content owners and media companies.
ppc.land
January 24, 2025 at 10:44 PM
Comscore launches cross-platform content analysis tools for media companies #ContentAnalysis #MediaCompanies #CrossPlatform #StreamingInsights #DigitalMedia
Comscore launches cross-platform content analysis tools for media companies
New measurement solution provides insights across TV, streaming, and digital platforms for content owners and media companies.
ppc.land
January 21, 2025 at 10:40 PM
This week in Research Methods in Communication and Culture (COMM/PCUL 2P15), Dr. Botterill is looking at procedures and considerations in content analysis.

#CPCF #BrockU #CommunicationStudies #ReseachMethods #ContentAnalysis
October 10, 2025 at 2:10 PM
CRAN updates: bibliometrix bookdown caroline contentanalysis forecTheta nemsqar rayrender servr tinytex #rstats
June 16, 2026 at 6:02 AM
CRAN updates: contentanalysis mlr3resampling #rstats
May 19, 2026 at 4:02 PM
CRAN updates: contentanalysis hypertext openxlsx2 Upsilon #rstats
March 7, 2026 at 2:02 PM
CRAN updates: arcpullr bayesplot contentanalysis fmesher Luminescence meteoland parallelly shinystan tectonicr tokenbrowser #rstats
December 12, 2025 at 8:02 AM
Comparing automated #contentanalysis methods on 12K #TikTok videos with #беларусь hashtag Classic NLP #NLTK classified 96.3% of content as negative 😬 #OpenAI approach showed balanced view: 51.5% neutral, 30.2% positive, 18.3% negative Fact-checkers beware Thanks #Exolyt factcheck.by/eng/news/nlt...
Artificial Intelligence vs. Manipulation: Comparing Approaches to Detecting Manipulative Content
<p>In the era of information wars and mass disinformation, automatic content analysis systems are becoming an indispensable tool for fact-checkers and media researchers. In this article, we compare tw...
factcheck.by
April 28, 2025 at 11:26 AM
"Discourse Network Analysis". One-week course. 7-11 July 2025 in Vienna. @methodsnet.bsky.social Summer School hosted by @weareceu.bsky.social. More info: methodsnet.org/summer-schoo.... Registration open now #NetworkAnalysis #SNA #PublicPolicy #PoliticalDiscourse #ContentAnalysis #DiscourseNetworks
MethodsNET Summer School with CEU – Methodsnet
MethodsNET Summer School with CEU 30 June to 18 July 2025 CEU Vienna Get ready to boost your research skills at the MethodsNET Summer School with CEU ! Get read
methodsnet.org
January 22, 2025 at 10:40 AM
The End-of-Week Content Review

Take 15 minutes every Friday to analyze your week's posts. What performed best? What flopped? Patterns emerge that guide better content.

#ContentAnalysis #BlueskyGrowth
May 19, 2025 at 10:13 AM
The End-of-Week Content Review

Take 15 minutes every Friday to analyze your week's posts. What performed best? What flopped? Patterns emerge that guide better content.

#ContentAnalysis #BlueskyGrowth
April 19, 2025 at 9:37 AM
A place for a happy childhood: #forestkindergarten from the perspective of Polish parents | Open Access
Teresa Parczewska
935-950 | DOI: 10.1080/13504622.2024.2434609

#ecologicalawareness #health #physicalfitness #contentanalysis #SDG4 #qualityeducation

buff.ly/3Viu2la
May 22, 2025 at 12:03 PM
Climate change content in Colombian schoolbooks | Open Access
Bonilla & Quesada
2178-2209 | DOI: 10.1080/13504622.2024.2309592

#schoolchildren #climatechangeeducation #contentanalysis #tropics #SDG4 #SDG13

https://buff.ly/4gI4WEE
December 22, 2024 at 6:57 AM
A place for a happy childhood: #forestkindergarten from the perspective of Polish parents | Open Access
Teresa Parczewska
1-16 | DOI: 10.1080/13504622.2024.2434609

#ecologicalawareness #health #physicalfitness #contentanalysis #SDG4 #qualityeducation

https://buff.ly/3Viu2la
December 10, 2024 at 5:42 PM
Updates on CRAN: bibliometrix (5.4.1), bookdown (0.47), caroline (1.0.0), contentanalysis (1.1.1), crunch (1.31.2), forecTheta (3.0.3), mvalpha (0.6.0), nemsqar (1.2.1), nestable (0.1.1), rayrender (0.41.3), servr (0.33), tinytex (0.60)
June 16, 2026 at 6:29 AM
Updates on CRAN: akin (0.3.3), contentanalysis (1.1.0), joinpointR (0.6.0), mlr3resampling (2026.5.19), MSCMT (1.4.2), OmicFlow (1.6.0), shortr (1.0.3), somhca (0.4.0), tidycensus (1.8.0)
May 19, 2026 at 4:21 PM
Updates on CRAN: BayesFactor (0.9.12-4.8), bfp (0.0-50), contentanalysis (1.0.0), hypertext (1.1.0), lrstat (0.3.0), openxlsx2 (1.25), thisplot (0.3.6), Upsilon (0.1.1), wnl (0.8.5)
March 7, 2026 at 5:21 PM
Updates on CRAN: arcpullr (0.3.2), bayesplot (1.15.0), contentanalysis (0.2.1), fmesher (0.6.1), Luminescence (1.1.2), meteoland (2.2.5), parallelly (1.46.0), shinystan (2.7.0), tectonicr (0.4.8), tokenbrowser (0.1.6), valdr (2.1.0)
December 12, 2025 at 9:27 AM