Topic · social
Public Sector Bias
12 posts
· 7 engagement
· first seen 8 May 2024
· last seen 14 Jun 2026
The post critiques Victoria University's scholarship policy for focusing only on laid-off public servants, arguing it fails to address broader job loss impacts in the private sector and undermines equitable access to education.
Stance breakdown
How the per-edge framings classify across 11 classified edges. Each framing is labelled by a small AI stance classifier; see the methodology page for details.
Sentiment breakdown
Whole-post emotional valence across 11 classified posts that reference this topic. Distinct from stance: a post can be supportive of the topic and still negative in tone (an angry supporter) — the two together capture the texture short-form posts compress into very few words.
Platform mix
Where the conversation is happening. Engagement is volume-weighted (likes + 2×shares + 3×replies); a small number of high-impact posts can outrank a high-volume but low-engagement platform.
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youtube
11 posts
· 7 engagement
7
Top posts by engagement
The most-engaged posts referencing this topic. Engagement is likes + 2×shares + 3×replies; the order matches the digest ranking on /social.
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youtube
· @UCfzKtZwNKT75RG9L-bEVWaw
· reply
· sentiment: negative
· ♥ 3
· ↻ 0
· 💬 0
· 3 engagement
13 Jun
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youtube
· @UCU8KP0bLh7wJn5eHewGgB1w
· reply
· sentiment: negative
· ♥ 2
· ↻ 0
· 💬 0
· 2 engagement
30 May
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youtube
· @UCeUR3duIR5r9Ge1QvbJDt_g
· reply
· sentiment: negative
· ♥ 1
· ↻ 0
· 💬 0
· 1 engagement
21 May
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youtube
· @UCz7ZF5-rELyNGN6DxlRJ3gA
· reply
· sentiment: negative
· ♥ 1
· ↻ 0
· 💬 0
· 1 engagement
8 May
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youtube
· @UCMnzChrSferT0T_qp9GXLnA
· reply
· sentiment: negative
· ♥ 0
· ↻ 0
· 💬 0
· 0 engagement
14 Jun
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youtube
· @UCEW0Ws2ion_PxIsk1NTViTg
· reply
· sentiment: negative
· ♥ 0
· ↻ 0
· 💬 0
· 0 engagement
9 Jun
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youtube
· @UCk17zlXJlbHYw3E9-7I_dpw
· reply
· sentiment: negative
· ♥ 0
· ↻ 0
· 💬 0
· 0 engagement
8 Jun
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youtube
· @UC2L7ppPc2T71H6fxiefZqSw
· reply
· sentiment: negative
· ♥ 0
· ↻ 0
· 💬 0
· 0 engagement
22 May