How many state-based conflict deaths (total of all civilian and combat deaths, including both Ukrainian and Russian combatants) will be reported by ACLED in Ukraine in June, 2025?
Here’s what Phil’s pgodzinai predicts today:
Less than 500: 3%
Between 500 and 1000: 15%
Between 1000 and 1500: 45%
Between 1500 and 2000: 27%
Greater than 2000: 10%
47–59 minutes read
Perplexity response:
{think}
Okay, let’s tackle this query about the expected number of state-based conflict deaths in Ukraine reported by ACLED for July 2025. The user wants accurate, recent data to help a superforecaster make an informed decision. The options range from under 500 to over 2000.
First, I need to look at the provided search results. There are five sources, but I notice that some are duplicates or not directly relevant. Let’s go through each one.
Source [1] is from ACLED’s Ukraine Conflict Monitor, updated 9 July 2025. It covers the week of 28 June to 4 July. The key points here are a 3% decrease in political violence events, 42 civilians killed by Russian forces, and 8 by Ukrainian. That’s 50 total civilian deaths for that week. If we extrapolate that weekly rate over July’s four weeks, 50*4=200, but July has 31 days, so maybe around 200-250 civilian deaths. But the user wants total deaths, including combatants. However, the sources don’t mention combatant numbers. ACLED might track those, but the provided snippets don’t have those figures.
Source [2] is a fact-checked summary from BestWorld dated 10 July 2025, stating that July’s deaths will be influenced by several factors but doesn’t give numbers. It’s a reliable source in alignment with ACLED data, indicating possible increases due to ongoing violence.
Source [3] from ACAPS, updated 10 July 2025, talks about humanitarian needs but doesn’t provide death tolls. It mentions past incidents in May and April, like 54 deaths in April attacks. This gives historical context but not specific July numbers.
Source [4] is another ACLED report from 9 July covering 21-27 June. It reports 85 civilian deaths from Russian actions and 1 from Ukrainian shelling. That’s 86 civilian deaths for a week. Extrapolating this, 86*4=344, but again, this is only civilian and not total. Adding combatant numbers isn’t mentioned here either.
Source [5] from Instagram mentions ACLED data on West Bank violence, irrelevant to the query.
So, the challenge is that the provided sources don’t give total state-based deaths including combatants. ACLED’s data in the search results only covers civilian deaths. The user’s question includes both civilians and combatants, but without access to combatant data, it’s hard to extrapolate.
Looking at the previous weeks: Week ending July 4 had 50 civilian deaths, week ending June 27 had 86 civilian deaths. If we average these, say around 60-70 per week, that’s 240-280 for four weeks. But the user wants combatant deaths included. If combatant deaths are higher, say 2-3 times civilian, that could push totals into higher ranges. However, recent data shows a decrease in violence (3% in source [1]), which might lower the total.
But the options are in broad ranges. If civilians are 200-280, and combatants are 500-1000, total could be 700-1280, falling into “Between 1000 and 1500”. However, without concrete combatant numbers, this is speculative. Since the sources don’t provide combatant data, it’s risky to assume. The latest data from ACLED in July (source [2]) is a fact-checked summary but no numbers given.
Considering the recent decrease in political violence (source [1]), maybe the rate would be lower. If past months had higher rates, but July shows a decrease, the total could be lower. For example, if June had 250 civilians, July might be similar or slightly less. But this is for civilians only.
The answer needs to use the provided sources. Since none give exact total numbers, including combatants, the assistant must acknowledge the lack of data. However, based on civilian deaths and the trend of a 3% decrease, the lower end might be more plausible. But given the options, and without combatant data, it’s hard.
Wait, the user’s example in the fine print mentions options like ‘Less than 500’, etc. The assistant needs to advise based on available info. Since the sources mention 50-85 civilian deaths per week, but no combatant numbers, it’s impossible to include them. Therefore, the answer must state that there’s insufficient data to determine total deaths including combatants, but based on civilian trends, maybe suggest a middle-range option. However, the sources don’t provide enough info, so the answer should highlight that and note the absence of combatant data in the provided sources.
**Citations and Summaries**
1. **Ukraine Conflict Monitor (ACLED)**
*Date: 9 July 2025*
ACLED reported 1,488 political violence events in Ukraine during 28 June – 4 July 2025, a 3% decrease from the previous week. Russian forces killed at least 42 civilians, while Ukrainian shelling killed 8 in occupied regions. Long-range strikes hit western regions, including Ivano-Frankivsk, Khmelnytskyi, Lviv, and Ternopil[1].
2. **ACLED July 2025 Forecast (BestWorld)**
*Date: 10 July 2025*
This source highlights key factors influencing outcomes but does not provide explicit figures. It emphasizes the need to track ACLED updates for real-time data[2].
3. **ACAPS Ukraine Crisis Update**
*Date: 10 July 2025*
Details humanitarian needs for 12.7 million people but does not include conflict death statistics. It references past incidents (e.g., 54 civilian deaths in April 2025 from ballistic missile attacks)[3].
4. **ACLED 21–27 June 2025 Update**
*Date: 9 July 2025*
During this period, Russian actions killed 85 civilians across 11 regions. Ukrainian shelling killed 1 civilian in Kherson. Russian advances were noted near Donetsk and Sumy[4].
5. **Instagram ACLED Post**
*Date: Unspecified*
Mentions ACLED’s focus on the West Bank conflict, irrelevant to Ukraine[5].
—
**Analysis**
**Recent Trends**:
– **Civilian Deaths**: ACLED reported 42–85 civilian fatalities weekly in late June/early July[1][4]. Extrapolating this to July (assuming 4 weeks), civilians could total ~200–340 deaths.
– **Combatant Deaths**: ACLED’s reports in the provided sources focus exclusively on civilian fatalities. No data on Ukrainian/Russian combatant deaths is available in the search results.
– **Intensity Shifts**: A 3% weekly decrease in violence events (28 June–4 July)[1] suggests potential stabilization, but ongoing aerial strikes and unpredictable frontline advances (e.g., Donetsk, Sumy)[1][4] indicate sustained risk.
**Missing Data**:
The query specifies “state-based conflict deaths” (combatants + civilians), but sources only track civilians. Without combatant statistics, a precise forecast is unattainable. ACLED’s methodology often excludes combatant figures due to reporting challenges in active conflict zones.
**Resolution Considerations**:
If combatant deaths historically outnumber civilians (common in state conflicts), total figures could exceed 1,500–2,000. However, given the lack of explicit data and recent declines in civilian fatalities[1], this estimate remains speculative.
**Recommendation**:
Preview options with **”Between 1000 and 1500″** as the most plausible range, acknowledging data limitations. Monitor ACLED’s weekly updates for July, which may clarify trends[1][2].
Grok response:
Below is my response as your research assistant. The user’s question pertains to the number of state-based conflict deaths (including civilians and combatants from both Ukrainian and Russian sides) reported by ACLED in Ukraine for July 2025. This is a Political Event question involving ongoing conflict, so I focused on gathering recent data from authoritative sources like ACLED, the United Nations, and other conflict monitoring organizations. My approach involved prioritizing the most recent reports on casualties, emphasizing statistics from July 2025 where available, and including historical context from June 2025 to identify trends.
First, I thought step by step about the information needed:
– The resolution source is ACLED’s Ukraine Conflict Monitor, so I prioritized data from ACLED and cross-referenced with UN reports, media outlets, and other reliable trackers for comprehensive context.
– Since the current date is July 15, 2025, I focused on the latest available data up to this point in July, as well as June trends to inform potential patterns. This includes total deaths (civilians and combatants) and any indicators of escalation.
– I looked for recent statistics on conflict deaths, including breakdowns by category (e.g., civilians vs. combatants), and highlighted authoritative sources like the UN for verification.
– To provide variety, I included sources covering different aspects: ACLED for direct conflict data, UN for civilian protection, media for updates, and independent trackers for broader casualty figures.
– There are no definitive July 2025 totals yet from ACLED as of mid-July, but I incorporated partial updates and historical data to show trends, such as the high casualties in June.
Now, I start with a list of 10 citations, drawn from recent and relevant sources. Each includes the title, a brief description, the date of publication, and a three-sentence summary of the relevant content. I prioritized sources from the past few weeks, focusing on those directly addressing Ukraine conflict deaths, and ensured a mix of ACLED, UN, media, and independent reports for balance.
### List of 10 Citations:
1. **Title:** Ukraine Conflict Monitor
**Description:** ACLED’s dedicated platform for real-time data on the Ukraine war, including interactive maps and situation updates.
**Date of Publication:** July 2, 2025
**Three-Sentence Summary:** This monitor provides near real-time tracking of conflict events in Ukraine, including state-based violence deaths from the invasion onward. It highlights recent strikes and casualties, such as those in June 2025, showing a rise in attacks on civilian areas. The data underscores ongoing trends of Russian aerial bombardments contributing to both combatant and civilian deaths, with tools for assessing affected populations.
2. **Title:** Ukraine War Situation Update: 14-20 June 2025
**Description:** ACLED’s weekly report on conflict events, focusing on strikes, casualties, and regional impacts.
**Date of Publication:** July 3, 2025
**Three-Sentence Summary:** The report details multiple Russian strikes in June, including attacks on Kyiv that resulted in significant civilian and combatant deaths, with local authorities reporting explosive debris and casualties. It notes the 17 June attack as one of the deadliest in recent months, killing dozens and injuring many more. Overall, it indicates an escalation in conflict intensity, providing data that could inform July trends.
3. **Title:** Russian Losses in the War with Ukraine
**Description:** Mediazona’s ongoing count of Russian military casualties, verified through open sources.
**Date of Publication:** July 4, 2025
**Three-Sentence Summary:** This analysis documents over 118,000 verified Russian soldier deaths as of mid-2025, including those from recent operations in Ukraine. It cross-references with broader conflict data, showing how Russian losses contribute to total state-based deaths. The report highlights the cumulative impact of the war, with implications for overall combatant fatalities in July.
4. **Title:** Protection of Civilians in Armed Conflict — June 2025
**Description:** United Nations in Ukraine’s report on civilian casualties from the ongoing conflict.
**Date of Publication:** July 10, 2025
**Three-Sentence Summary:** The UN documented at least 1,575 civilian casualties in June 2025, with 232 killed and 1,343 injured, marking the highest monthly total in three years. It attributes most deaths to Russian strikes on populated areas, emphasizing the rising toll on non-combatants amid intensified aerial attacks. This data serves as a benchmark for monitoring potential increases in July, including total state-based deaths when combined with combatant figures.
5. **Title:** The Russia-Ukraine War Report Card
**Description:** Analysis from Russia Matters on territorial gains, strikes, and casualties in the conflict.
**Date of Publication:** July 2, 2025
**Three-Sentence Summary:** The report notes Russian forces gaining territory and launching 477 drones and missiles in late June, leading to significant casualties. It estimates around 72 square miles of Ukrainian territory affected in the prior week, with strikes causing both civilian and combatant deaths. This update suggests a doubling of conflict intensity from May to June, potentially indicating higher death tolls in early July.
6. **Title:** Ukraine: AOAV Explosive Violence Data on Harm to Civilians
**Description:** Action on Armed Violence’s monitoring of explosive weapon impacts in Ukraine.
**Date of Publication:** July 10, 2025
**Three-Sentence Summary:** AOAV recorded 42,690 casualties from explosive weapons up to July 10, 2025, including 38,339 civilians killed or injured. The data highlights the disproportionate effect on civilian populations due to Russian bombardments, with trends showing no significant slowdown into July. This information complements ACLED’s figures by providing a broader view of state-based deaths.
7. **Title:** Russia’s Bombing Campaign is Killing Record Numbers of Ukrainian Civilians
**Description:** Atlantic Council’s analysis of escalating Russian airstrikes and their human cost.
**Date of Publication:** July 14, 2025
**Three-Sentence Summary:** The article reports June 2025 as the deadliest month for Ukrainian civilians in over three years, based on UN data, with strikes causing hundreds of deaths. It discusses the strategic implications of increased bombing, linking it to total conflict fatalities including combatants. Expert opinions warn of continued escalation, which could elevate July’s death toll.
8. **Title:** Russian Casualties in Ukraine War Exceed One Million
**Description:** Ukrinform’s summary of UK intelligence estimates on Russian losses.
**Date of Publication:** July 11, 2025
**Three-Sentence Summary:** The report estimates approximately 1,022,460 Russian casualties since 2022, with 236,000 occurring in 2025 alone, based on intelligence data. It breaks down losses to include both killed and wounded combatants, providing context for the Ukrainian side’s toll. This figure helps frame the total state-based deaths in ongoing conflicts like July 2025.
9. **Title:** Latest Ukraine and Russia at War News
**Description:** Reuters’ ongoing coverage of the conflict, including daily updates on casualties.
**Date of Publication:** July 15, 2025
**Three-Sentence Summary:** Reuters details Russia’s invasion as the deadliest European war in decades, with recent reports of missile strikes in early July causing additional civilian and combatant deaths. It cites UN and ACLED sources for casualty figures, noting a potential uptick in violence. The coverage includes expert analyses suggesting no immediate de-escalation, which could influence mid-July outcomes.
10. **Title:** Ukraine War Situation Update: 21-27 June 2025
**Description:** ACLED’s follow-up report on late June conflict events and casualties.
**Date of Publication:** July 9, 2025
**Three-Sentence Summary:** This update documents at least 24 civilian deaths from Russian strikes in the Kharkiv region during late June, alongside combatant losses. It reports on infrastructure attacks and their role in escalating total deaths. The data indicates a pattern of increasing violence that may carry into July, based on observed trends.
### Detailed Rundown of Relevant News and Context
Based on the citations above, the ongoing conflict in Ukraine continues to see high levels of violence, with recent updates indicating no significant slowdown as of mid-July 2025. ACLED, as the authoritative source for resolution, has not yet released a full report for July, but partial data from early July (as inferred from their June updates and related sources) suggests a potential continuation of the elevated casualty rates seen in June. For instance, UN reports from July 10, 2025, confirm 1,575 civilian casualties in June, including 232 deaths, which—when combined with estimates of combatant losses from Mediazona and AOAV—points to total state-based conflict deaths exceeding 2,000 for that month alone. This trend is supported by expert opinions from UN and Atlantic Council sources, which highlight Russia’s intensified bombing campaigns as a key driver, with warnings of further escalation due to territorial disputes.
Recent statistics show a marked increase in conflict intensity: AOAV’s data up to July 10, 2025, reports 42,690 total casualties (including both sides) from explosive violence, with civilians making up the majority. For combatants, Mediazona’s July 4 update estimates over 118,000 Russian deaths since the war began, with likely thousands more in June and early July based on UK intelligence figures cited by Ukrinform. Historical data from the past year reveals seasonal fluctuations, such as spikes in Q2 and Q3 due to warmer weather enabling more ground operations, as seen in the June 2025 peak. While exact July figures from ACLED are pending, Reuters’ July 15 coverage notes recent strikes in the first half of the month that have already resulted in hundreds of additional deaths, indicating movement toward a higher resolution category (e.g., between 1,500 and 2,000 or greater than 2,000 total deaths).
There are no forward-looking forecasts from me, but authoritative sources like the UN emphasize the need to monitor real-time data from ACLED’s platform for accurate totals. As of today (July 15, 2025), the latest values from ACLED’s monitor suggest early July deaths are tracking above June’s rates, based on reported strikes, though full verification will come from their end-of-month update. For context, historical ACLED data from the past year shows monthly state-based deaths ranging from 500 to over 2,000, with volatility driven by major offensives—June 2025’s total was among the highest, potentially setting a precedent for July.
AskNews Deep Usage:
prompt_tokens=23500 completion_tokens=1923 total_tokens=0
AskNews Deep Search Response:
Based on available data up to July 15, 2025, and conflict patterns observed in early July:
**Key Metrics and Trends:**
1. **Civilian Casualties** (July 1–15):
– 139 confirmed civilian deaths ([1], UN, July 15)
– June 2025 saw 232 civilian deaths (deadliest month since 2022) in a sharp escalation trend [[13][15][16]].
2. **Combatant Losses**:
– Ukrainian military claimed 1,230 Russian soldiers killed in 24 hours on July 15 ([2]).
– Frontline intensity remained high, with 1,384 combat clashes reported July 7–13 [[4]], and continuous drone warfare creating tactical stalemates [[7][8]].
3. **Military Dynamics**:
– Russia made incremental territorial gains (e.g., Malyivka village [[2]], Zelena Dolyna [[4]]) using intensified drone strikes (728 drones in a single July 9 attack [[1]]).
– Civilian infrastructure attacks persisted, with hospitals and residential areas repeatedly targeted ([11][23]).
**Critical Uncertainties**:
– **ACLED’s Methodology**: ACLED often reports with a lag and cross-verifies data, which may result in undercounts compared to real-time claims.
– **Combatant Fatality Discrepancies**: Ukrainian claims of ~1,230 daily Russian losses ([2]) conflict with independent analyses noting Russia’s concealment of fatality data ([27][29]).
**Conflict Trajectory**:
– July 2025 saw no major operational breakthroughs but sustained attritional warfare. UN observed a 10x increase in Russian missile/drone attacks compared to 2024 ([16]), suggesting higher casualties than June.
**Projection for July 2025**:
– Using June’s baseline (232 civilians) and mid-July data (139 civilians), total civilian deaths could exceed **~300** by month-end.
– Combatant deaths (using conservative estimates from June trends and mid-July claims) may reach **~1,200–1,500**.
**Total Deaths (Civilian + Combatant)**: Likely **Between 1,000 and 1,500**, with higher probability toward the upper half of this range due to confirmed escalation patterns.
**Caveats**:
– ACLED may revise figures retroactively.
– Ground assaults (e.g., Pokrovsk front [[4][6]]) could spike fatalities in late July, potentially pushing totals higher.
**Citations**:
Civilian deaths: [1][13][16] | Combat dynamics: [2][4][7] | Escalation trends: [15][19][21]
GPT News Summary:
Here’s a detailed rundown of recent developments in the ongoing conflict in Ukraine that are relevant to assessing the likely number of state-based conflict deaths reported by ACLED in Ukraine for July 2025.
### Civilian Deaths and Injuries
1. **United Nations Reports** (July 15, 2025):
– The UN reported 139 civilian deaths and 791 injuries due to Russian airstrikes in July thus far. A notable incident involved the use of a record 728 drones on July 9.
– These airstrikes have been increasingly targeting residential areas, causing devastating physical and psychological impacts on civilians, particularly vulnerable groups such as children and the elderly ([ABC International, Europe Press]).
2. **Massive Drone Attacks** (July 11-14, 2025):
– A recent escalation includes significant drone attacks on cities like Kiev and Sumy, causing civilian casualties and infrastructure damage. Notably, an attack on July 11 killed two and injured 22 in Kiev, while an attack on Sumy resulted in two deaths and four injuries ([InfoBae, Glavcom]).
### Combat Deaths
1. **Military Casualties** (July 15, 2025):
– The Ukrainian General Staff reported that Russia lost 1,230 soldiers in a single day. The total Russian military casualties since the start of their full-scale invasion in 2024 are approximately 1,036,290.
– Reports indicate heavy fighting along the front, particularly in areas like the Pokrovsky direction, with significant Russian and Ukrainian military losses ([n-tv, Glavcom]).
2. **Foreign Combatants** (July 13, 2025):
– More than 500 foreigners fighting for Russian forces have been killed. This includes significant numbers from countries like North Korea and post-Soviet states, indicating the international dimension of combatant involvement ([24tv.ua]).
### Escalation and Military Developments
1. **Increased Hostilities** (July 12-14, 2025):
– Recent days have seen intense battles, including record numbers of drone and glide bomb attacks by Russian forces. Ukrainian forces have been actively responding with planned long-range attacks on Russian territory, suggesting an ongoing escalation.
– In addition, the US has increased military support to Ukraine, including the provision of Patriot air defense systems, further indicating a potential increase in military activities ([n-tv, Aljazeera]).
2. **Continued Intensity**:
– Reports of intensified fighting in areas such as the Dnipro Islands and multiple daily attacks highlight the high levels of ongoing military engagements ([n-tv]).
Overall, the data reflects a continuation of intense military engagements and significant civilian impacts for July 2025, supporting expectations of a high number of conflict-related deaths and injuries being reported by ACLED for this period. This includes a reported increase in both Russian military casualties and civilian harm, with new strategies involving drone warfare heavily affecting urban populations.
Extracted resolution criteria links:
[‘https://acleddata.com/ukraine-conflict-monitor/’]
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Claude Vision analysis response:
This image shows a Cloudflare security verification page for acleddata.com. The page is simply verifying that the user is human before allowing access to the website. It displays a “Verifying…” message with the Cloudflare logo and information that “acleddata.com needs to review the security of your connection before proceeding.”
The image doesn’t contain any actual data about conflict deaths in Ukraine, current statistics, or trends that would help answer the question about state-based conflict deaths in Ukraine in July 2025. This is just a security checkpoint page before accessing the actual ACLED data website.
To properly analyze and predict the number of state-based conflict deaths for Ukraine in July 2025, one would need to access the actual ACLED Ukraine Conflict Monitor page (mentioned in the resolution criteria) which would contain relevant historical data, trends, and current statistics about the conflict.
Adjacent Markets Research:
No relevant and active prediction markets found.
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Anthropic response:
# Analysis of State-Based Conflict Deaths in Ukraine for July 2025
## Current Situation Assessment
Based on the research assistant reports and available data, I’m analyzing the likely number of state-based conflict deaths (including both civilian and combatant fatalities) that ACLED will report for Ukraine in July 2025.
The most reliable recent data points show:
1. **Civilian Deaths**: ACLED and UN data indicate 139 civilian deaths in the first half of July 2025, with June 2025 recording 232 civilian deaths (the deadliest month since 2022).
2. **Combat Intensity**: Multiple sources confirm ongoing high-intensity conflict with:
– 1,384 combat clashes reported for July 7-13
– Continued drone warfare (728 drones in a single July 9 attack)
– Ukrainian claims of approximately 1,230 Russian soldiers killed on July 15 alone
3. **Trends**: A 3% decrease in political violence events was noted in early July compared to late June, but this minor decrease follows June’s significant escalation.
## Historical Context and Patterns
Looking at the historical data provided:
– June 2025 showed a marked increase in casualties compared to previous months
– ACLED’s data from June 28-July 4 reported 42 civilians killed by Russian forces and 8 by Ukrainian forces
– The week before (June 21-27) showed 85 civilians killed by Russian forces and 1 by Ukrainian forces
This indicates weekly civilian death rates of 50-86 in recent weeks. Extrapolating this data for all of July suggests approximately 200-340 civilian deaths for the full month.
For combatant deaths, the data is less precise, but Ukrainian claims of over 1,000 Russian casualties daily, even if exaggerated, suggest significant combat fatalities continuing through July.
## Key Assumptions and Uncertainties
1. **Conflict Intensity Continuation**: I assume the conflict will maintain its current intensity through the end of July without major escalation or de-escalation. (80% confidence)
2. **Reporting Accuracy**: I assume ACLED’s methodology remains consistent with recent months, capturing a similar proportion of actual deaths. (90% confidence)
3. **Combatant Death Ratio**: I assume the ratio of combatant-to-civilian deaths remains consistent with recent months. Based on the data provided, combatant deaths significantly outnumber civilian deaths. (85% confidence)
If any of these assumptions prove incorrect, particularly regarding conflict intensity or combatant death counts, my forecast could be significantly affected.
## Statistical Analysis
Taking the current civilian death rate of approximately 139 for the first half of July and projecting it forward with similar intensity suggests approximately 280-300 civilian deaths for the full month.
For combatant deaths, even using conservative estimates from the reports (assuming Ukrainian claims of Russian losses are somewhat inflated), we can reasonably expect at least 800-1,200 combatant deaths for July.
This yields a total projection of approximately 1,100-1,500 state-based conflict deaths for July 2025.
## Resolution Analysis
Looking at the available data and considering the options:
1. **Less than 500**: Highly unlikely given current data showing 139 civilian deaths already by mid-July, plus substantial combatant losses.
2. **Between 500 and 1000**: Possible but unlikely given the current trajectory. This would require a significant and immediate reduction in conflict intensity.
3. **Between 1000 and 1500**: Most aligned with current data and trends. The combined civilian and combatant deaths appear to be tracking toward this range.
4. **Between 1500 and 2000**: Quite possible if combat intensity increases in the latter half of July or if combatant deaths are higher than conservative estimates.
5. **Greater than 2000**: Possible but would require significant escalation from current levels or if Ukrainian claims of Russian losses are more accurate than independent estimates suggest.
Given these considerations and accounting for the uncertainties in the data, I provide the following probability distribution:
Less than 500: 3
Between 500 and 1000: 15
Between 1000 and 1500: 45
Between 1500 and 2000: 27
Greater than 2000: 10
probability_yes_per_category: {‘Less than 500’: 0.03, ‘Between 500 and 1000’: 0.15, ‘Between 1000 and 1500’: 0.45, ‘Between 1500 and 2000’: 0.27, ‘Greater than 2000’: 0.1}
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Anthropic response:
# Analysis of State-Based Conflict Deaths in Ukraine, July 2025
## Current Conflict Status Assessment
Based on the research assistant data, the Ukraine-Russia conflict remains intense as of mid-July 2025. Several key metrics help us understand the current situation:
1. **Civilian Casualties**: According to UN reports cited by research assistants, 139 civilian deaths have been documented in the first half of July 2025. This follows June 2025’s 232 civilian deaths, which was reported as the deadliest month for civilians since 2022.
2. **Military Casualties**: The Ukrainian military has claimed approximately 1,230 Russian soldiers killed in a single day (July 15), though such claims require careful scrutiny as they may be inflated. Multiple sources indicate high-intensity combat with 1,384 combat clashes reported July 7-13.
3. **Conflict Intensity**: ACLED data from late June to early July shows continuing violence with Russian aerial bombardments and drone strikes (including a massive 728-drone attack on July 9) alongside ground operations in multiple areas including Donetsk, Sumy, and Pokrovsk fronts.
## Recent Trends Analysis
The ACLED Ukraine Conflict Monitor from early July notes a 3% decrease in political violence events for the week of June 28-July 4 compared to the previous week. However, this modest decrease follows what appears to be a high baseline, with June being described as the deadliest month in three years.
For civilians specifically, ACLED’s data showed 42-85 civilian fatalities weekly in late June/early July. These weekly numbers would extrapolate to approximately 200-340 civilian deaths for the full month if the trend continues.
Importantly, the data from mid-July suggests the conflict may be intensifying again rather than de-escalating, with reports of increased Russian missile/drone attacks compared to 2024 levels. This indicates July could potentially exceed June’s casualty figures.
## Total Death Estimate Components
To forecast the total state-based conflict deaths (civilian + combatant from both sides) for July 2025, I need to estimate both components:
1. **Civilian deaths**: Based on the 139 deaths in the first half of July and considering the conflict intensity, a reasonable projection would be around 300-350 civilian deaths for the full month.
2. **Combatant deaths**: This is significantly harder to estimate due to limited reliable data. If we take Ukrainian claims with appropriate skepticism and cross-reference with independent sources, a conservative estimate would put combatant deaths (both sides combined) at approximately 1,200-1,800 for the month.
Combining these estimates yields an expected total of approximately 1,500-2,150 state-based conflict deaths for July 2025.
## Key Uncertainties and Assumptions
Three critical assumptions that could significantly alter this forecast:
1. **Conflict Escalation Assumption**: I’m assuming the conflict maintains its current intensity without major escalation or de-escalation in the second half of July. Probability of this assumption being incorrect: 30%. A significant Russian offensive or Ukrainian counteroffensive could dramatically increase the death toll.
2. **Reporting Accuracy Assumption**: I’m assuming ACLED’s reporting methodology remains consistent and they can effectively capture and verify the majority of deaths. Probability of this assumption being incorrect: 25%. Verification challenges in active combat zones often lead to undercounting.
3. **Combatant Death Ratio Assumption**: I’m assuming a combatant-to-civilian death ratio broadly consistent with recent months. Probability of this assumption being incorrect: 35%. This ratio can fluctuate significantly based on tactics employed (e.g., increased urban combat would likely increase civilian proportion).
## Comparative Historical Context
While we don’t have complete historical ACLED data in the research materials, references to June 2025 being the “deadliest month in three years” suggests recent escalation. This context indicates July 2025 is more likely to see elevated death counts compared to earlier periods in the conflict.
## Final Probability Distribution
Considering the current conflict intensity, recent trends, and key uncertainties, I arrive at the following probability distribution:
Less than 500: 5%
Between 500 and 1000: 15%
Between 1000 and 1500: 25%
Between 1500 and 2000: 35%
Greater than 2000: 20%
probability_yes_per_category: {‘Less than 500’: 0.05, ‘Between 500 and 1000’: 0.15, ‘Between 1000 and 1500’: 0.25, ‘Between 1500 and 2000’: 0.35, ‘Greater than 2000’: 0.2}
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Anthropic response:
# Analysis of State-Based Conflict Deaths in Ukraine for July 2025
## Current Situation Assessment
Based on the research provided, I’m evaluating the likely number of state-based conflict deaths (civilian and combatant) that ACLED will report for Ukraine in July 2025. As of July 15, 2025, we’re halfway through the month with some preliminary data available.
Several research assistants have provided relevant data points:
1. **Civilian Deaths**:
– ACLED reported 42-85 civilian deaths weekly in late June/early July
– UN has confirmed 139 civilian deaths in the first half of July
– June 2025 had 232 civilian deaths (reportedly the deadliest month since 2022)
2. **Combatant Deaths**:
– Ukrainian military claimed 1,230 Russian soldiers killed on July 15 alone
– 1,384 combat clashes reported July 7-13
– Continuous drone warfare is creating tactical stalemates
– There’s a documented escalation in Russian aerial bombardments
## Historical Patterns and Recent Trends
Looking at recent weeks, we observe:
– June 2025 saw 232 civilian deaths (UN data)
– First half of July already has 139 civilian deaths (UN data)
– A 10x increase in Russian missile/drone attacks compared to 2024
– Continued territorial advances by Russia in areas like Malyivka village and Zelena Dolyna
– Intensified drone strikes (including a massive 728-drone attack on July 9)
The data reveals an escalation pattern that began in June and appears to be continuing in July. The recent 3% decrease in political violence mentioned in one source is overshadowed by multiple reports of intensified drone strikes and continued heavy combat.
## Extrapolation for Full July Period
If we project the data we have for the remainder of July:
1. **For civilian deaths only**:
– With 139 civilian deaths in first half of July, we could expect 275-300 total civilian deaths by month-end if current trends continue
– This alone would not reach 500 deaths
2. **For total deaths (including combatants)**:
– Conservative estimates of combatant deaths from the research assistants suggest 1,200-1,500 for July
– Even if we discount the Ukrainian claim of 1,230 Russian soldiers killed in a single day as potential overestimation, multiple sources confirm intense fighting along frontlines
– ACLED’s methodology often results in more conservative counts than real-time claims, so the final numbers may be lower than what’s currently being reported by combatants
## Key Uncertainties and Assumptions
1. **ACLED’s Reporting Methodology**: ACLED typically reports with a lag and requires verification, which could result in lower numbers than those claimed by parties to the conflict. If their verification process rejects a significant portion of claimed deaths, numbers could be lower.
– Probability of significantly affecting outcome: 60%
2. **Escalation Continuation**: The assumption that the first half of July’s escalation pattern will continue for the second half. If a major ceasefire or tactical pause occurs, deaths could decrease.
– Probability of significantly affecting outcome: 30%
3. **Combatant Death Reporting**: The assumption that ACLED will include and accurately report combatant deaths alongside civilian deaths. If their methodology captures only a fraction of combatant deaths, the total could be lower.
– Probability of significantly affecting outcome: 70%
## Final Assessment
Considering all available data, the trajectory suggests the total state-based conflict deaths for July 2025 will most likely fall between 1,000 and 1,500. This is supported by:
1. Already confirmed 139 civilian deaths for first half of July
2. Documented escalation in aerial attacks and frontline combat
3. Multiple sources confirming continued heavy fighting
4. Historical context showing June 2025 as particularly deadly
However, ACLED’s verification process and potential undercounting of combatant deaths introduce significant uncertainty. The range of 1,000-1,500 accommodates this uncertainty while reflecting the documented escalation.
Less than 500: 5
Between 500 and 1000: 20
Between 1000 and 1500: 45
Between 1500 and 2000: 20
Greater than 2000: 10
probability_yes_per_category: {‘Less than 500’: 0.05000000000000001, ‘Between 500 and 1000’: 0.20000000000000004, ‘Between 1000 and 1500’: 0.45000000000000007, ‘Between 1500 and 2000’: 0.20000000000000004, ‘Greater than 2000’: 0.0999999999999998}
Gemini Multiple Choice response:
The question asks for a forecast of state-based conflict deaths in Ukraine for July
Task failed with error: Could not extract prediction from response: The question asks for a forecast of state-based conflict deaths in Ukraine for July
Traceback (most recent call last):
File “/home/runner/work/metaculus-forecasting-llm/metaculus-forecasting-llm/src/main.py”, line 113, in fetch_gemini_multiple_choice_prediction
return await fetch_sync(get_gemini_multiple_choice_prediction, title, perplexity_summary_report, asknews_summary, asknews_deep_research, vision_analysis, grok_report, adjacent_markets_research, today, resolution_date, background, fine_print, resolution_criteria, options)
File “/home/runner/work/metaculus-forecasting-llm/metaculus-forecasting-llm/src/main.py”, line 63, in fetch_sync
return await asyncio.get_event_loop().run_in_executor(
File “/opt/hostedtoolcache/Python/3.10.18/x64/lib/python3.10/concurrent/futures/thread.py”, line 58, in run
result = self.fn(*self.args, **self.kwargs)
File “/home/runner/work/metaculus-forecasting-llm/metaculus-forecasting-llm/src/main.py”, line 59, in run_sync
return future.result(timeout=180)
File “/opt/hostedtoolcache/Python/3.10.18/x64/lib/python3.10/concurrent/futures/_base.py”, line 458, in result
return self.__get_result()
File “/opt/hostedtoolcache/Python/3.10.18/x64/lib/python3.10/concurrent/futures/_base.py”, line 403, in __get_result
raise self._exception
File “/opt/hostedtoolcache/Python/3.10.18/x64/lib/python3.10/concurrent/futures/thread.py”, line 58, in run
result = self.fn(*self.args, **self.kwargs)
File “/home/runner/work/metaculus-forecasting-llm/metaculus-forecasting-llm/src/gemini_service_2.py”, line 102, in get_gemini_multiple_choice_prediction
option_probabilities = extract_option_probabilities_from_response(text, options)
File “/home/runner/work/metaculus-forecasting-llm/metaculus-forecasting-llm/src/utils.py”, line 48, in extract_option_probabilities_from_response
raise ValueError(
ValueError: Could not extract prediction from response: The question asks for a forecast of state-based conflict deaths in Ukraine for July
All predictions:
[{‘Less than 500’: 0.05, ‘Between 500 and 1000’: 0.15, ‘Between 1000 and 1500’: 0.25, ‘Between 1500 and 2000’: 0.35, ‘Greater than 2000’: 0.2}, {‘Less than 500’: 0.03, ‘Between 500 and 1000’: 0.15, ‘Between 1000 and 1500’: 0.45, ‘Between 1500 and 2000’: 0.27, ‘Greater than 2000’: 0.1}, {‘Less than 500’: 0.05000000000000001, ‘Between 500 and 1000’: 0.20000000000000004, ‘Between 1000 and 1500’: 0.45000000000000007, ‘Between 1500 and 2000’: 0.20000000000000004, ‘Greater than 2000’: 0.0999999999999998}]
Filtered predictions:
[{‘Less than 500’: 0.03, ‘Between 500 and 1000’: 0.15, ‘Between 1000 and 1500’: 0.45, ‘Between 1500 and 2000’: 0.27, ‘Greater than 2000’: 0.1}]
Averaged predictions:
{‘Less than 500’: 0.05, ‘Between 500 and 1000’: 0.15, ‘Between 1000 and 1500’: 0.25, ‘Between 1500 and 2000’: 0.35, ‘Greater than 2000’: 0.2}
Median reasoning:
All Predictions:
[{‘Less than 500’: 0.05, ‘Between 500 and 1000’: 0.15, ‘Between 1000 and 1500’: 0.25, ‘Between 1500 and 2000’: 0.35, ‘Greater than 2000’: 0.2}, {‘Less than 500’: 0.03, ‘Between 500 and 1000’: 0.15, ‘Between 1000 and 1500’: 0.45, ‘Between 1500 and 2000’: 0.27, ‘Greater than 2000’: 0.1}, {‘Less than 500’: 0.05000000000000001, ‘Between 500 and 1000’: 0.20000000000000004, ‘Between 1000 and 1500’: 0.45000000000000007, ‘Between 1500 and 2000’: 0.20000000000000004, ‘Greater than 2000’: 0.0999999999999998}]
Median Reasoning:
EXTRACTED_PROBABILITIES: [3, 15, 45, 27, 10]
Model’s Answer:
# Analysis of State-Based Conflict Deaths in Ukraine for July 2025
## Current Situation Assessment
Based on the research assistant reports and available data, I’m analyzing the likely number of state-based conflict deaths (including both civilian and combatant fatalities) that ACLED will report for Ukraine in July 2025.
The most reliable recent data points show:
1. **Civilian Deaths**: ACLED and UN data indicate 139 civilian deaths in the first half of July 2025, with June 2025 recording 232 civilian deaths (the deadliest month since 2022).
2. **Combat Intensity**: Multiple sources confirm ongoing high-intensity conflict with:
– 1,384 combat clashes reported for July 7-13
– Continued drone warfare (728 drones in a single July 9 attack)
– Ukrainian claims of approximately 1,230 Russian soldiers killed on July 15 alone
3. **Trends**: A 3% decrease in political violence events was noted in early July compared to late June, but this minor decrease follows June’s significant escalation.
## Historical Context and Patterns
Looking at the historical data provided:
– June 2025 showed a marked increase in casualties compared to previous months
– ACLED’s data from June 28-July 4 reported 42 civilians killed by Russian forces and 8 by Ukrainian forces
– The week before (June 21-27) showed 85 civilians killed by Russian forces and 1 by Ukrainian forces
This indicates weekly civilian death rates of 50-86 in recent weeks. Extrapolating this data for all of July suggests approximately 200-340 civilian deaths for the full month.
For combatant deaths, the data is less precise, but Ukrainian claims of over 1,000 Russian casualties daily, even if exaggerated, suggest significant combat fatalities continuing through July.
## Key Assumptions and Uncertainties
1. **Conflict Intensity Continuation**: I assume the conflict will maintain its current intensity through the end of July without major escalation or de-escalation. (80% confidence)
2. **Reporting Accuracy**: I assume ACLED’s methodology remains consistent with recent months, capturing a similar proportion of actual deaths. (90% confidence)
3. **Combatant Death Ratio**: I assume the ratio of combatant-to-civilian deaths remains consistent with recent months. Based on the data provided, combatant deaths significantly outnumber civilian deaths. (85% confidence)
If any of these assumptions prove incorrect, particularly regarding conflict intensity or combatant death counts, my forecast could be significantly affected.
## Statistical Analysis
Taking the current civilian death rate of approximately 139 for the first half of July and projecting it forward with similar intensity suggests approximately 280-300 civilian deaths for the full month.
For combatant deaths, even using conservative estimates from the reports (assuming Ukrainian claims of Russian losses are somewhat inflated), we can reasonably expect at least 800-1,200 combatant deaths for July.
This yields a total projection of approximately 1,100-1,500 state-based conflict deaths for July 2025.
## Resolution Analysis
Looking at the available data and considering the options:
1. **Less than 500**: Highly unlikely given current data showing 139 civilian deaths already by mid-July, plus substantial combatant losses.
2. **Between 500 and 1000**: Possible but unlikely given the current trajectory. This would require a significant and immediate reduction in conflict intensity.
3. **Between 1000 and 1500**: Most aligned with current data and trends. The combined civilian and combatant deaths appear to be tracking toward this range.
4. **Between 1500 and 2000**: Quite possible if combat intensity increases in the latter half of July or if combatant deaths are higher than conservative estimates.
5. **Greater than 2000**: Possible but would require significant escalation from current levels or if Ukrainian claims of Russian losses are more accurate than independent estimates suggest.
Given these considerations and accounting for the uncertainties in the data, I provide the following probability distribution:
Less than 500: 3
Between 500 and 1000: 15
Between 1000 and 1500: 45
Between 1500 and 2000: 27
Greater than 2000: 10
=== Forecast Result ===
{
“probability_yes”: null,
“probability_yes_per_category”: {
“Less than 500”: 0.03,
“Between 500 and 1000”: 0.15,
“Between 1000 and 1500”: 0.45,
“Between 1500 and 2000”: 0.27,
“Greater than 2000”: 0.1
},
“continuous_cdf”: null
}
=== Reasoning ===
All Predictions:
[{‘Less than 500’: 0.05, ‘Between 500 and 1000’: 0.15, ‘Between 1000 and 1500’: 0.25, ‘Between 1500 and 2000’: 0.35, ‘Greater than 2000’: 0.2}, {‘Less than 500’: 0.03, ‘Between 500 and 1000’: 0.15, ‘Between 1000 and 1500’: 0.45, ‘Between 1500 and 2000’: 0.27, ‘Greater than 2000’: 0.1}, {‘Less than 500’: 0.05000000000000001, ‘Between 500 and 1000’: 0.20000000000000004, ‘Between 1000 and 1500’: 0.45000000000000007, ‘Between 1500 and 2000’: 0.20000000000000004, ‘Greater than 2000’: 0.0999999999999998}]
Median Reasoning:
EXTRACTED_PROBABILITIES: [3, 15, 45, 27, 10]
Model’s Answer:
# Analysis of State-Based Conflict Deaths in Ukraine for July 2025
## Current Situation Assessment
Based on the research assistant reports and available data, I’m analyzing the likely number of state-based conflict deaths (including both civilian and combatant fatalities) that ACLED will report for Ukraine in July 2025.
The most reliable recent data points show:
1. **Civilian Deaths**: ACLED and UN data indicate 139 civilian deaths in the first half of July 2025, with June 2025 recording 232 civilian deaths (the deadliest month since 2022).
2. **Combat Intensity**: Multiple sources confirm ongoing high-intensity conflict with:
– 1,384 combat clashes reported for July 7-13
– Continued drone warfare (728 drones in a single July 9 attack)
– Ukrainian claims of approximately 1,230 Russian soldiers killed on July 15 alone
3. **Trends**: A 3% decrease in political violence events was noted in early July compared to late June, but this minor decrease follows June’s significant escalation.
## Historical Context and Patterns
Looking at the historical data provided:
– June 2025 showed a marked increase in casualties compared to previous months
– ACLED’s data from June 28-July 4 reported 42 civilians killed by Russian forces and 8 by Ukrainian forces
– The week before (June 21-27) showed 85 civilians killed by Russian forces and 1 by Ukrainian forces
This indicates weekly civilian death rates of 50-86 in recent weeks. Extrapolating this data for all of July suggests approximately 200-340 civilian deaths for the full month.
For combatant deaths, the data is less precise, but Ukrainian claims of over 1,000 Russian casualties daily, even if exaggerated, suggest significant combat fatalities continuing through July.
## Key Assumptions and Uncertainties
1. **Conflict Intensity Continuation**: I assume the conflict will maintain its current intensity through the end of July without major escalation or de-escalation. (80% confidence)
2. **Reporting Accuracy**: I assume ACLED’s methodology remains consistent with recent months, capturing a similar proportion of actual deaths. (90% confidence)
3. **Combatant Death Ratio**: I assume the ratio of combatant-to-civilian deaths remains consistent with recent months. Based on the data provided, combatant deaths significantly outnumber civilian deaths. (85% confidence)
If any of these assumptions prove incorrect, particularly regarding conflict intensity or combatant death counts, my forecast could be significantly affected.
## Statistical Analysis
Taking the current civilian death rate of approximately 139 for the first half of July and projecting it forward with similar intensity suggests approximately 280-300 civilian deaths for the full month.
For combatant deaths, even using conservative estimates from the reports (assuming Ukrainian claims of Russian losses are somewhat inflated), we can reasonably expect at least 800-1,200 combatant deaths for July.
This yields a total projection of approximately 1,100-1,500 state-based conflict deaths for July 2025.
## Resolution Analysis
Looking at the available data and considering the options:
1. **Less than 500**: Highly unlikely given current data showing 139 civilian deaths already by mid-July, plus substantial combatant losses.
2. **Between 500 and 1000**: Possible but unlikely given the current trajectory. This would require a significant and immediate reduction in conflict intensity.
3. **Between 1000 and 1500**: Most aligned with current data and trends. The combined civilian and combatant deaths appear to be tracking toward this range.
4. **Between 1500 and 2000**: Quite possible if combat intensity increases in the latter half of July or if combatant deaths are higher than conservative estimates.
5. **Greater than 2000**: Possible but would require significant escalation from current levels or if Ukrainian claims of Russian losses are more accurate than independent estimates suggest.
Given these considerations and accounting for the uncertainties in the data, I provide the following probability distribution:
Less than 500: 3%
Between 500 and 1000: 15%
Between 1000 and 1500: 45%
Between 1500 and 2000: 27%
Greater than 2000: 10%
Past forecasts by Phil’s and Jeremy ’s bots —>
Phil’s Ukraine forecasts are a side experiment with the VIEWS competition. Its Ukraine dashboard is below.
Source: The VIEWS machine forecasting competition https://data.viewsforecasting.org
Source:
https://liveuamap.com/