Stage 4.1

Energy Trend Audit

A readable summary of meter energy trends, projected monthly use, recent usage spikes, demand shape, base load, after-hours load, history coverage, and data quality.

StageBUILDING_INTELLIGENCE_STAGE_4_1_ENERGY_TREND_AUDIT
Versionstage4.energy.0.2
Export time2026-06-25T21:15:12+1000
Current month2026-06-01T00:00:00+1000 to 2026-06-25T21:15:06+1000
Meters analysed11
HIGH
8

Meters requiring immediate review.

MEDIUM
0

Meters with notable trend or data quality findings.

AVG SCORE
24.09

Average energy trend score. Higher is better.

PROJECTED
0

Meters with high or critical projected current-month increase.

MONTH KWH
2114.5

Total current-month kWh to date across analysed meters.

PROJECTED KWH
2549.08

Total projected current-month kWh across analysed meters.

30 DAY KWH
3395.4

Total trailing 30-day kWh across analysed meters.

DATA QUALITY
9

Meters with missing, partial, limited, or unusable energy trend data.

High-priority energy trend findings detected

Review the top action cards first. High-priority findings usually indicate a critical projected increase, counter decrease, or unusable energy trend data.

How to read this report

Trend score starts at 100 and is reduced by priority, trend flags, counter problems, missing histories, and data quality issues. Projected kWh estimates the full current month from month-to-date average use.

Demand shape uses kW history to identify base load, after-hours load, peak demand, and load factor. If kW history is missing, kWh trend checks can still work, but demand explanation is limited.

Top action findings

#1 KWH_COUNTER_DECREASED

CoGen | Energy_Meters/CoGen
HIGH
Trend score 0
Audit status ANALYSED
Data quality BAD
Confidence LOW
History depth OK
Current kWh 0.0
Projected kWh 0.0
Previous month kWh 0.0
Proj vs prev % 0.0
7 vs 30 daily % 0.0
Current avg kW 3.36
Current peak kW 6.5
Base load kW 0.4
After-hours avg kW 3.37
After-hours ratio 1.0
Load factor 0.52
Recommendation: The kWh counter decreased during one or more periods. Check counter rollover, meter replacement, reset, scaling, or incorrect history mapping.
KWH_COUNTER_DECREASED
KWH_CARRY_FORWARD_USED KW_CARRY_FORWARD_USED CURRENT_MONTH_KWH_COUNTER_DECREASED PREVIOUS_MONTH_KWH_COUNTER_DECREASED TRAILING_7_DAY_KWH_COUNTER_DECREASED TRAILING_30_DAY_KWH_COUNTER_DECREASED TRAILING_90_DAY_KWH_COUNTER_DECREASED TRAILING_12_MONTH_KWH_COUNTER_DECREASED
Mapped histories
kWh /Site_Y/CoGeneration_Board_KWH
kW /Site_Y/CoGeneration_Board_KW
kWh samples 17303
kW samples 7781
Peak timestamp 2026-05-29T00:45:06+1000

#2 KWH_COUNTER_DECREASED

DB_01 | Energy_Meters/DB_01
HIGH
Trend score 0
Audit status ANALYSED
Data quality BAD
Confidence LOW
History depth OK
Current kWh 0.0
Projected kWh 0.0
Previous month kWh 3523.4
Proj vs prev % -100.0
7 vs 30 daily % 0.0
Current avg kW 231.75
Current peak kW 237.0
Base load kW 227.6
After-hours avg kW 231.62
After-hours ratio 1.0
Load factor 0.98
Recommendation: Load factor is high, meaning this meter is carrying a steady load. This is useful if expected, expensive if accidental. The kWh counter decreased during one or more periods. Check counter rollover, meter replacement, reset, scaling, or incorrect history mapping.
KWH_COUNTER_DECREASED HIGH_STEADY_LOAD
KWH_CARRY_FORWARD_USED KW_CARRY_FORWARD_USED CURRENT_MONTH_KWH_COUNTER_DECREASED SAME_MONTH_LAST_YEAR_KWH_COUNTER_DECREASED SAME_MONTH_LAST_YEAR_TO_DATE_KWH_COUNTER_DECREASED TRAILING_30_DAY_KWH_COUNTER_DECREASED TRAILING_90_DAY_KWH_COUNTER_DECREASED
Mapped histories
kWh /Site_Y/DB_1_Lighting_KWH
kW /Site_Y/DB_1_Power_V_A_N
kWh samples 17303
kW samples 7781
Peak timestamp 2026-06-15T12:45:06+1000

#3 KWH_COUNTER_DECREASED

DB_CP_01 | Energy_Meters/DB_CP_01
HIGH
Trend score 0
Audit status ANALYSED
Data quality BAD
Confidence LOW
History depth OK
Current kWh 1344.6
Projected kWh 1620.94
Previous month kWh 0.0
Proj vs prev % 0.0
7 vs 30 daily % -0.69
Current avg kW 233.37
Current peak kW 236.7
Base load kW 231.6
After-hours avg kW 233.5
After-hours ratio 1.0
Load factor 0.99
Recommendation: Load factor is high, meaning this meter is carrying a steady load. This is useful if expected, expensive if accidental. The kWh counter decreased during one or more periods. Check counter rollover, meter replacement, reset, scaling, or incorrect history mapping.
KWH_COUNTER_DECREASED HIGH_STEADY_LOAD
KWH_CARRY_FORWARD_USED KW_CARRY_FORWARD_USED PREVIOUS_MONTH_KWH_COUNTER_DECREASED TRAILING_90_DAY_KWH_COUNTER_DECREASED
Mapped histories
kWh /Site_Y/DB_CP1_Lighting_KWH
kW /Site_Y/DB_CP1_Power_V_A_N
kWh samples 17303
kW samples 7781
Peak timestamp 2026-06-05T21:30:06+1000

#4 KWH_COUNTER_DECREASED

DB_CP_02 | Energy_Meters/DB_CP_02
HIGH
Trend score 0
Audit status ANALYSED
Data quality BAD
Confidence LOW
History depth OK
Current kWh 0.0
Projected kWh 0.0
Previous month kWh 2302.7
Proj vs prev % -100.0
7 vs 30 daily % 0.0
Current avg kW 231.56
Current peak kW 235.2
Base load kW 229.4
After-hours avg kW 231.84
After-hours ratio 1.0
Load factor 0.98
Recommendation: Load factor is high, meaning this meter is carrying a steady load. This is useful if expected, expensive if accidental. The kWh counter decreased during one or more periods. Check counter rollover, meter replacement, reset, scaling, or incorrect history mapping.
KWH_COUNTER_DECREASED HIGH_STEADY_LOAD
KWH_CARRY_FORWARD_USED KW_CARRY_FORWARD_USED CURRENT_MONTH_KWH_COUNTER_DECREASED SAME_MONTH_LAST_YEAR_KWH_COUNTER_DECREASED SAME_MONTH_LAST_YEAR_TO_DATE_KWH_COUNTER_DECREASED TRAILING_7_DAY_KWH_COUNTER_DECREASED TRAILING_30_DAY_KWH_COUNTER_DECREASED TRAILING_90_DAY_KWH_COUNTER_DECREASED
Mapped histories
kWh /Site_Y/DB_CP2_Lighting_KWH
kW /Site_Y/DB_CP2_Power_V_A_N
kWh samples 68807
kW samples 7781
Peak timestamp 2026-06-05T22:00:06+1000

#5 KWH_COUNTER_DECREASED

DB_Lift_A | Energy_Meters/DB_Lift_A
HIGH
Trend score 0
Audit status ANALYSED
Data quality BAD
Confidence LOW
History depth OK
Current kWh 0.0
Projected kWh 0.0
Previous month kWh 329.0
Proj vs prev % -100.0
7 vs 30 daily % 0.0
Current avg kW 0.34
Current peak kW 6.5
Base load kW 0.2
After-hours avg kW 0.27
After-hours ratio 0.81
Load factor 0.05
Recommendation: The kWh counter decreased during one or more periods. Check counter rollover, meter replacement, reset, scaling, or incorrect history mapping.
KWH_COUNTER_DECREASED
KWH_CARRY_FORWARD_USED KW_CARRY_FORWARD_USED CURRENT_MONTH_KWH_COUNTER_DECREASED TRAILING_30_DAY_KWH_COUNTER_DECREASED TRAILING_90_DAY_KWH_COUNTER_DECREASED TRAILING_12_MONTH_KWH_COUNTER_DECREASED
Mapped histories
kWh /Site_Y/Lift_1_KWH
kW /Site_Y/Lift_1_KW
kWh samples 17303
kW samples 7781
Peak timestamp 2026-06-12T14:00:06+1000

#6 KWH_COUNTER_DECREASED

DB_Lift_B | Energy_Meters/DB_Lift_B
HIGH
Trend score 0
Audit status ANALYSED
Data quality BAD
Confidence LOW
History depth OK
Current kWh 316.8
Projected kWh 381.91
Previous month kWh 401.7
Proj vs prev % -4.93
7 vs 30 daily % -0.53
Current avg kW 0.41
Current peak kW 6.3
Base load kW 0.2
After-hours avg kW 0.33
After-hours ratio 0.81
Load factor 0.07
Recommendation: The kWh counter decreased during one or more periods. Check counter rollover, meter replacement, reset, scaling, or incorrect history mapping.
KWH_COUNTER_DECREASED
KWH_CARRY_FORWARD_USED KW_CARRY_FORWARD_USED TRAILING_12_MONTH_KWH_COUNTER_DECREASED
Mapped histories
kWh /Site_Y/Lift_2_KWH
kW /Site_Y/Lift_2_KW
kWh samples 17303
kW samples 7781
Peak timestamp 2026-06-12T18:30:06+1000

#7 KWH_COUNTER_DECREASED

MSSB_01 | Energy_Meters/MSSB_01
HIGH
Trend score 0
Audit status ANALYSED
Data quality BAD
Confidence LOW
History depth OK
Current kWh 353.1
Projected kWh 425.67
Previous month kWh 0.0
Proj vs prev % 0.0
7 vs 30 daily % 0.0
Current avg kW 3.14
Current peak kW 6.5
Base load kW 0.4
After-hours avg kW 3.08
After-hours ratio 0.98
Load factor 0.48
Recommendation: Base load has increased. Review equipment that should turn off, permanent loads, parasitic loads, and plant left running. The kWh counter decreased during one or more periods. Check counter rollover, meter replacement, reset, scaling, or incorrect history mapping.
KWH_COUNTER_DECREASED BASE_LOAD_INCREASE
KWH_CARRY_FORWARD_USED KW_CARRY_FORWARD_USED PREVIOUS_MONTH_KWH_COUNTER_DECREASED SAME_MONTH_LAST_YEAR_KWH_COUNTER_DECREASED SAME_MONTH_LAST_YEAR_TO_DATE_KWH_COUNTER_DECREASED TRAILING_30_DAY_KWH_COUNTER_DECREASED TRAILING_90_DAY_KWH_COUNTER_DECREASED
Mapped histories
kWh /Site_Y/MSSB_01_KWH
kW /Site_Y/MSSB_01_KW
kWh samples 17303
kW samples 7781
Peak timestamp 2026-05-28T07:30:06+1000

#8 KWH_COUNTER_DECREASED

MSSB_02 | Energy_Meters/MSSB_02
HIGH
Trend score 0
Audit status ANALYSED
Data quality BAD
Confidence LOW
History depth OK
Current kWh 53.7
Projected kWh 64.74
Previous month kWh 1477.2
Proj vs prev % -95.62
7 vs 30 daily % 494.38
Current avg kW 2.23
Current peak kW 6.6
Base load kW 0.3
After-hours avg kW 2.71
After-hours ratio 1.22
Load factor 0.34
Recommendation: The last 7 days are high compared with the last 30 days. Something likely changed recently. The kWh counter decreased during one or more periods. Check counter rollover, meter replacement, reset, scaling, or incorrect history mapping.
KWH_COUNTER_DECREASED RECENT_USAGE_SPIKE
KWH_CARRY_FORWARD_USED KW_CARRY_FORWARD_USED SAME_MONTH_LAST_YEAR_TO_DATE_KWH_COUNTER_DECREASED
Mapped histories
kWh /Site_Y/MSSB_02_KWH
kW /Site_Y/MSSB_02_KW
kWh samples 17303
kW samples 7781
Peak timestamp 2026-06-02T20:15:06+1000

#9 KWH_HISTORY_MISSING

Chiller_01 | CHW_System/Chiller_01
LOW
Trend score 75
Audit status ANALYSED
Data quality PARTIAL
Confidence MEDIUM
History depth INSUFFICIENT_LONG_TERM_HISTORY
Current kWh 0.0
Projected kWh 0.0
Previous month kWh 0.0
Proj vs prev % 0.0
7 vs 30 daily % 0.0
Current avg kW 0.12
Current peak kW 5.0
Base load kW 0.0
After-hours avg kW 0.07
After-hours ratio 0.61
Load factor 0.02
Recommendation: No kWh history is mapped for this meter. Trend analytics need the cumulative kWh counter to be useful. Long-term comparison was unavailable because the retained meter history does not contain enough older records. Current month, previous month, and short rolling-period analytics can still be valid. Increase meter history retention if same-month-last-year, 90-day, or 12-month trend analytics are required.
NONE
KWH_HISTORY_MISSING KWH_NO_USABLE_SAMPLES CURRENT_MONTH_KWH_NO_SAMPLES PREVIOUS_MONTH_KWH_NO_SAMPLES INSUFFICIENT_LONG_TERM_HISTORY SAME_MONTH_LAST_YEAR_UNAVAILABLE_HISTORY_RETENTION SAME_MONTH_LAST_YEAR_TO_DATE_UNAVAILABLE_HISTORY_RETENTION TRAILING_7_DAY_KWH_NO_SAMPLES TRAILING_30_DAY_KWH_NO_SAMPLES TRAILING_90_DAY_UNAVAILABLE_HISTORY_RETENTION TRAILING_12_MONTH_UNAVAILABLE_HISTORY_RETENTION
Mapped histories
kWh
kW /Site_Y/Chiller_1_Actual_Power_Capacity
kWh samples 0
kW samples 2324
Peak timestamp 2026-06-05T10:30:06+1000

#10 HIGH_STEADY_LOAD

DB_Cafe | Energy_Meters/DB_Cafe
LOW
Trend score 95
Audit status ANALYSED
Data quality GOOD
Confidence HIGH
History depth OK
Current kWh 26.1
Projected kWh 31.46
Previous month kWh 42.7
Proj vs prev % -26.31
7 vs 30 daily % -7.3
Current avg kW 233.46
Current peak kW 237.2
Base load kW 231.6
After-hours avg kW 233.6
After-hours ratio 1.0
Load factor 0.98
Recommendation: Load factor is high, meaning this meter is carrying a steady load. This is useful if expected, expensive if accidental.
HIGH_STEADY_LOAD
KWH_CARRY_FORWARD_USED KW_CARRY_FORWARD_USED
Mapped histories
kWh /Site_Y/DB_Cafe_Lighting_KWH
kW /Site_Y/DB_Cafe_Power_V_A_N
kWh samples 17303
kW samples 7781
Peak timestamp 2026-05-31T21:30:06+1000

#11 NO_MAJOR_ENERGY_TREND_FINDING

MSSB_03 | Energy_Meters/MSSB_03
LOW
Trend score 95
Audit status ANALYSED
Data quality GOOD
Confidence HIGH
History depth OK
Current kWh 20.2
Projected kWh 24.35
Previous month kWh 26.0
Proj vs prev % -6.34
7 vs 30 daily % 1.87
Current avg kW 0.0
Current peak kW 0.0
Base load kW 0.0
After-hours avg kW 0.0
After-hours ratio 0.0
Load factor 0.0
Recommendation: Energy trend analysed. No major abnormal trend detected from available kWh and kW history.
NONE
KWH_CARRY_FORWARD_USED KW_CARRY_FORWARD_USED
Mapped histories
kWh /Site_Y/MSSB_03_KWH
kW /Site_Y/MSSB_03_KW
kWh samples 17303
kW samples 7781
Peak timestamp 2026-05-26T21:15:06+1000

Energy meter summary

RankPriorityScoreMeterStatusPrimary findingData qualityConfidenceCurrent kWhProjected kWhProj vs prev %After-hours ratio
1 HIGH 0 CoGen ANALYSED KWH_COUNTER_DECREASED BAD LOW 0.0 0.0 0.0 1.0
2 HIGH 0 DB_01 ANALYSED KWH_COUNTER_DECREASED BAD LOW 0.0 0.0 -100.0 1.0
3 HIGH 0 DB_CP_01 ANALYSED KWH_COUNTER_DECREASED BAD LOW 1344.6 1620.94 0.0 1.0
4 HIGH 0 DB_CP_02 ANALYSED KWH_COUNTER_DECREASED BAD LOW 0.0 0.0 -100.0 1.0
5 HIGH 0 DB_Lift_A ANALYSED KWH_COUNTER_DECREASED BAD LOW 0.0 0.0 -100.0 0.81
6 HIGH 0 DB_Lift_B ANALYSED KWH_COUNTER_DECREASED BAD LOW 316.8 381.91 -4.93 0.81
7 HIGH 0 MSSB_01 ANALYSED KWH_COUNTER_DECREASED BAD LOW 353.1 425.67 0.0 0.98
8 HIGH 0 MSSB_02 ANALYSED KWH_COUNTER_DECREASED BAD LOW 53.7 64.74 -95.62 1.22
9 LOW 75 Chiller_01 ANALYSED KWH_HISTORY_MISSING PARTIAL MEDIUM 0.0 0.0 0.0 0.61
10 LOW 95 DB_Cafe ANALYSED HIGH_STEADY_LOAD GOOD HIGH 26.1 31.46 -26.31 1.0
11 LOW 95 MSSB_03 ANALYSED NO_MAJOR_ENERGY_TREND_FINDING GOOD HIGH 20.2 24.35 -6.34 0.0

Run configuration

Historical lookback 24.0 months
Sample interval 15.0 min
Business hours 7.0 to 18.0
Weekends business false
Projection high 25.0%
Projection critical 40.0%
Recent spike threshold 25.0%
Same month LY threshold 25.0%
Base load threshold 25.0%
After-hours threshold 25.0%
Peak demand threshold 25.0%
Minimum kWh 50.0
Minimum avg kW 0.5
Max carry-forward 14.0 days
No usable data 0
Long-term limited 1
After-hours increase 0