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Data analysis and interpretation are part of the evaluation aspect of adaptive management, the process for conserving, protecting, and, where appropriate, restoring lands, waters and other resources in a protected area. Adaptive management is often defined as a system of management practices based upon clearly identified outcomes, where monitoring evaluates whether management actions are achieving desired results (objectives).  Adaptive management is a decision process that promotes flexible decision making that can be adjusted in the face of uncertainties as outcomes from management actions and other events become better understood through data analysis and interpretation.

Adaptive management accounts for the fact that complete knowledge about fish, wildlife, plants, habitats, and the ecological processes supporting them may be lacking. The role of natural variability contributing to ecological resilience also is recognized as an important principle of adaptive management.  It is not a “trial and error” process, but rather emphasizes learning while doing based upon available scientific information and best professional judgment considering site-specific biotic and abiotic factors in protected areas.  Adaptive management results in effective monitoring and evaluation of a protected area management plan.

For many protected area practitioners, data analysis and interpretation can be a daunting task. Often, resources and training are provided on the practical aspects of monitoring without much guidance on how to analyse and interpret the data for adaptive management. However, there is little point in collecting data unless you have plans to use that data for communication and/or adaptive management purposes and it is therefore very important to acquire some skills in this area.


Below are some key resources that can be used by practitioners prior to designing monitoring programs right through to the process of adaptive management. For those who have time and are truly invested in understanding data analysis, Houk’s (2010) guidebook is highly recommended. Beneath the data analysis guidebooks are a short list of references for statistical analysis.

Global forest restoration opportunities to foster coral reef conservation

Sediment runoff from disturbed coastal catchments is a major threat to marine ecosystems. Understanding where sediments are produced and where they are delivered enables managers to design more effective strategies for improving water quality.

Global Futures: Assessing the global economic impacts of environmental change to support policy-making

This report summarises the first results of the Global Futures initiative – a partnership between WWF, the Global Trade Analysis Project and the Natural Capital Project – which has developed an innovative new model to calculate the impacts of nature’s decline on the world’s economies, trade and i

Global Human Footprint on the Linkage between Biodiversity and Ecosystem Functioning in Reef Fishes

Difficulties in scaling up theoretical and experimental results have raised controversy over the consequences of biodiversity loss for the functioning of natural ecosystems.

Global modeling of nature’s contributions to people

The magnitude and pace of global change demand rapid assessment of nature and its contributions to people. We present a fine-scale global modeling of current status and future scenarios for several contributions: water quality regulation, coastal risk reduction, and crop pollination.

Global Reef Expedition - Final Report, Khaled Bin Sultan Living Oceans Foundation

The expedition was conducted by KSLOF, a US-based nonprofit environmental organization dedicated to providing science-based solutions to protect and restore ocean health.

Global Reef Expedition Final Report - the Republic of Palau

The Global Reef Expedition: The Kingdom of Palau Final Report provides a summary of the foundation’s findings al

Global Reef Expedition: Solomon Islands Final Report

On the Global Reef Expedition—one of the largest coral reef studies in history—the Khaled bin Sultan Living Oceans Foundation conducted research in the Solomon Islands to map and characterize shallow marine habitats and assess the status of coral reef benthic and fish communities.

Global trends in protected area connectivity from 2010 to 2018

Connectivity of protected areas (PAs) is needed to ensure the long-term persistence of biodiversity and ecosystem service delivery. The Convention on Biological Diversity agreed in 2010 to have 17% of land covered by wellconnected PA systems by 2020 (Aichi Target 11).

Gravity of human impacts mediates coral reef conservation gains

Our global analysis of nearly 1,800 tropical reefs reveals how the intensity of human impacts in the surrounding seascape, measured as a function of human population size and accessibility to reefs (“gravity”), diminishes the effectiveness of marine reserves at sustaining reef fish biomass and th

Guidelines For Undertaking Rapid Biodiversity Assessments In Terrestrial And Marine Environments In The Pacific

The Secretariat of the Pacific Regional Environment Programme (SPREP) presents these guidelines for undertaking rapid biodiversity assessments in its Pacific island member countries and territories: Micronesia, Melanesia, and Polynesia. These assessments are referred to as BIORAPs.

Half a century of rising extinction risk of coral reef sharks and rays

Sharks and rays are key functional components of coral reef ecosystems, yet many populations of a few species exhibit signs of depletion and local extinctions. The question is whether these declines forewarn of a global extinction crisis.

Heat-evolved microalgal symbionts increase coral bleaching tolerance

Coral reefs worldwide are suffering mass mortalities from marine heat waves. With the aim of enhancing coral bleaching tolerance, we evolved 10 clonal strains of a common coral microalgal endosymbiont at elevated temperatures (31°C) for 4 years in the laboratory.

How far have we come? A review of MPA network performance indicators in reaching qualitative elements of Aichi Target 11

Effective networks of marine protected areas (MPAs) are explicitly recognized and called for in international biodiversity conservation strategies such as the Aichi Targets.

How is your MPA Doing?

This guidebook offers managers and other conservation practitioners a process and methods to evaluate the effectiveness of Marine Protected Areas (MPAs) for the purposes of Adaptive Management.

How much of a market is involved in a biodiversity offset? A typology of biodiversity offset policies

Biodiversity offsets (BO) are increasingly promoted and adopted by governments and companies worldwide as a policy instrument to compensate for biodiversity losses from infrastructure development projects. To provide a framing for understanding the empirical diversity of BO policy designs, we pre

Human impacts and Anthropocene environmental change at Lake Kutubu, a Ramsar wetland in Papua New Guinea

The impacts of human-induced environmental change that characterize the Anthropocene are not felt equally across the globe.

Human-crocodile conflict in Solomon Islands

In 2017, following growing public concerns about saltwater crocodile attacks on people, the Ministry of Environment, Climate Change, Disaster Management and Meteorology (MECDM), the Ministry of Fisheries and Marine Resources (MFMR) and WorldFish conducted a nationwide survey to collect detailed i

Improving biodiversity protection through artificial intelligence

Over a million species face extinction, highlighting the urgent need for conservation policies that maximize the protection of biodiversity to sustain its manifold contributions to people’s lives.

Improving Local Capacity for Coral Reef Monitoring Data Interpretation. A Guidebook with Step-by-Step Exercises Using Regional Datasets to Improve Local Capacity for Data Interpretation.

Houk, P.  2010. Improving Local Capacity for Coral Reef Monitoring Data Interpretation. A Guidebook with Step-by-Step Exercises Using Regional Datasets to Improve Local Capacity for Data Interpretation. Pacific Marine Resources Institute, Saipan, FSM.

In Pursuit of Knowledge: Addressing Barriers to Effective Conservation Evaluation

Evaluation, the process of assessing the effectiveness of programs and activities, has gained increasing attention in the conservation sector as programs seek to account for investments, measure their impacts, and adapt interventions to improve future outcomes.

Include biodiversity representation indicators in area-based conservation targets

Advances in spatial biodiversity science and nationally available data have enabled the development of indicators that report on biodiversity outcomes, account for uneven global biodiversity between countries, and provide direct planning support.

Increasing Coral Reef Resilience Through Successive Marine Heatwaves

Ocean warming is causing declines of coral reefs globally, raising critical questions about the potential for corals to adapt. In the central equatorial Pacific, reefs persisting through recurrent El Niño heatwaves hold important clues.

Instruction Manual. A Guide to Reef Check Monitoring

Hodgson, G., Hill, J., Kiene, W., Maun, L., Mihaly, J., Liebeler, J., Shuman, C. and Torres, R. 2006. Instruction Manual.  A Guide to Reef Check Monitoring . Reef Check Foundation, Pacific Palisades, California, USA

Integrating Three-Dimensional Benthic Habitat Characterization Techniques into Ecological Monitoring of Coral Reefs

Long-term ecological monitoring of reef fish populations often requires the simultaneous collection of data on benthic habitats in order to account for the effects of these variables on fish assemblage structure.

Large-scale, multidirectional larval connectivity among coral reef fish populations in the Great Barrier Reef Marine Park

Larval dispersal is the key process by which populations of most marine fishes and invertebrates are connected and replenished.

Lessons from Palau to end parachute science in international conservation research

Conservation science is having a reckoning with “parachute science”.

Links between ecological integrity, emerging infectious diseases and other aspects of human health - an overview of the literature

The devastating emergence of the virus causing COVID-19 has led to increased interest in the factors that result in pandemics and other disease outbreaks.

Low energy expenditure and resting behaviour of humpback whale mother-calf pairs highlights conservation importance of sheltered breeding areas

Understanding the behaviour of humpback whale mother-calf pairs and the acoustic environment on their breeding grounds is fundamental to assessing the biological and ecological requirements needed to ensure a successful migration and survival of calves.

Machine learning prediction of connectivity, biodiversity and resilience in the Coral Triangle

Even optimistic climate scenarios predict catastrophic consequences for coral reef ecosystems by 2100. Understanding how reef connectivity, biodiversity and resilience are shaped by climate variability would improve chances to establish sustainable management practices.

Mainstreaming biodiversity: A review of national strategies

Biodiversity is suffering dramatic declines across the globe, threatening the ability of ecosystems to provide the services on which humanity depends. Mainstreaming biodiversity into the plans, strategies and policies of different economic sectors is key to reversing these declines.

Managing the middle: A shift in conservation priorities based on the global human modification gradient

An increasing number of international initiatives aim to reconcile development with conservation. Crucial to successful implementation of these initiatives is a comprehensive understanding of the current ecological condition of landscapes and their spatial distributions.

Mangroves are an overlooked hotspot of insect diversity despite low plant diversity

The world’s fast disappearing mangrove forests have low plant diversity and are often assumed to also have a species-poor insect fauna.

Mapping the planet’s critical areas for biodiversity and nature’s contributions to people

Meeting global commitments to conservation, climate, and sustainable development requires consideration of synergies and tradeoffs among targets.

Marine protected areas increase resilience among coral reef communities

With marine biodiversity declining globally at accelerating rates, maximising the effectiveness of conservation has become a key goal for local, national and international regulators.

Melanesia holds the world’s most diverse and intact insular amphibian fauna

Identifying hotspots of biological diversity is a key step in conservation prioritisation. Melanesia—centred on the vast island of New Guinea—is increasingly recognised for its exceptionally species-rich and endemic biota.

Methods for Ecological Monitoring of Coral Reefs. A Resource for Managers.

Wilkinson, C., Hill, J. 2004. Methods for Ecological Monitoring of Coral Reefs. A Resource for Managers. Australian Institute of Marine Science, Townsville, Australia and Reef Check, Los Angeles, USA.  117pp.

Mitochondrial DNA Profiling to Combat the Illegal Trade in Tortoiseshell Products

Hawksbill turtles (Eretmochelys imbricata) are exploited for their beautiful shell known as tortoiseshell or bekko, making them extremely vulnerable in the illegal global trade of tortoiseshell products.

Monitoring Coral Reef Marine Protected Areas: Version 1. A Practical Guide on how Monitoring can Support Effective Management of MPAs

Wilkinson,C., Green, A.,  Almany, J., Dionne, S. 2003. Monitoring Coral Reef Marine Protected Areas:  Version 1.

Multibiomarker responses to polycyclic aromatic hydrocarbons and microplastics in thumbprint emperor Lethrinus harak from a South Pacifc locally managed marine area

To determine the baseline threat of microplastics and polycyclic aromatic hydrocarbons (PAHs) in an important seafood fish from Vueti Navakavu locally managed marine area, a multi-biomarker risk assessment was conducted on the thumbprint emperor fish Lethrinus harak...In this multi-bioma

National-level evaluation of a community-based marine management initiative

Community-based approaches to conservation and natural resource management are considered essential to meeting global conservation targets.

Nauru Biological Rapid Assessment (BIORAP) - Full Report

The findings of this BIORAP survey have identified or re-confirmed the critical importance of the biodiversity and ecosystems of Nauru's terrestrial and marine environments and the urgent need for follow-up activities to manage and mitigate threats for their conservation.

New Caledonia - Global Reef Expedition Final Report

The world has recognized the reefs of New Caledonia as hosting some of the most beautiful and well-preserved tropical marine habitats, globally. New Caledonia is isolated in the southwest Pacific Ocean, about 1,300 km east of Australia.

Observations of a rapid decline in invasive macroalgal cover linked to green turtle grazing in a Hawaiian marine reserve*

The persistent, non-native invasive alga Gracilaria salicornia has dominated the protected waters surrounding Moku o Loʻe, Kāneʻohe Bay since its introduction in 1978; however, a sudden decline in abundance (75%) occurred within a 30-day survey period.

Occurrence and abundance of meso and microplastics in sediment, surface waters, and marine biota from the South Pacific region

Data on the occurrence and abundance of meso and microplastics for the South Pacific are limited and there is urgent need to fill this knowledge gap.

Ocean acidification and interactive stressors - from challenges to actions

The ocean has been experiencing substantial changes in marine physics, chemistry and biology including ocean acidification, rising seawater temperature, ocean deoxygenation and sea level rise.

Participatory monitoring drives biodiversity knowledge in global protected areas

Protected areas are central in strategies to conserve biodiversity. Effective area-based conservation relies on biodiversity data, but the current biodiversity knowledge base is insufficient and limited by geographic and taxonomic biases.

PIPAP GIS Supplementary Training Video 1 : QGIS Basics

This package/collection of training materials constitute an introductory, basic-level training to open source GIS software (QGIS) targeting technical-level government officers.

PIPAP GIS Supplementary Training Video 2 : Building Maps in QGIS

This package/collection of training materials constitute an introductory, basic-level training to open source GIS software (QGIS) targeting technical-level government officers.

PIPAP GIS Supplementary Training Video 3 : Mapping GPS Data in QGIS

This package/collection of training materials constitute an introductory, basic-level training to open source GIS software (QGIS) targeting technical-level government officers.

Predicting the optimal amount of time to spend learning before designating protected habitat for threatened species

Deciding when to protect threatened species habitat when complete knowledge about the habitat extent is uncertain is a common problem in conservation. More accurate habitat mapping improves conservation outcomes once that habitat is protected.