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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.

262 Voyages Beneath the Sea: a global assessment of macro- and megafaunal biodiversity and research effort at deep-sea hydrothermal vents

For over 40 years, hydrothermal vents and the communities that thrive on them have been a source of profound discovery for deep-sea ecologists. These ecosystems are found throughout the world on active plate margins as well as other geologically active features.

A global-level assessment of the effectiveness of protected areas at resisting anthropogenic pressures

One-sixth of the global terrestrial surface now falls within protected areas (PAs), making it essential to understand how far they mitigate the increasing pressures on nature which characterize the Anthropocene.

A spatial overview of the global importance of Indigenous lands for conservation

Understanding the scale, location and nature conservation values of the lands over which Indigenous Peoples exercise traditional rights is central to implementation of several global conservation and climate agreements.

A Typology for Reef Passages

Coral reefs host exceptionally diverse and abundant marine life. Connecting coasts and sheltered lagoons to the open ocean, reef passages are important yet poorly studied components of these ecosystems.

Accelerating loss of seagrasses across the globe threatens coastal ecosystems

Coastal ecosystems and the services they provide are adversely affected by a wide variety of human activities. In particular, seagrass meadows are negatively affected by impacts accruing from the billion or more people who live within 50 km of them.

Adaptive Management

U.S. Department of the Interior.  2009.  Adaptive Management:  The U.S. Department of the Interior Technical Guide.

Advancing Sustainable Development and Protected Area Management with Social Media‐Based Tourism Data

Sustainable tourism involves increasingly attracting visitors while preserving the natural capital of a destination for future generations.

An inventory of biodiversity data sources for conservation monitoring

Many conservation managers, policy makers, businesses and local communities cannot access the biodiversity data they need for informed decision-making on natural resource management.

Assessing the quantity and quality of marine protected areas in the Mariana Islands

Marine protected areas (MPAs) are ubiquitous in global ocean conservation and play a pivotal role in achieving local, national, and regional area-based conservation targets.

Assessment of scientific gaps related to the effective environmental management of deep-seabed mining

A comprehensive understanding of the deep-sea environment and mining’s likely impacts is necessary to assess whether and under what conditions deep-seabed mining operations comply with the International Seabed Authority’s obligations to prevent ‘serious harm’ and ensure the ‘effective protection

Beyond the boundaries: How regulation-centered marine protected area information improves ocean protection assessments

Comprehensive, spatially explicit data that include regulatory information are essential for evaluating the level of protection that marine protected areas (MPAs) and other marine managed areas (MMAs) provide to marine life, and to inform progress towards ocean protection targets.

Biological effects 26 years after simulated deep-sea mining

The potential for imminent abyssal polymetallic nodule exploitation has raised considerable scientifc attention.

Change in Terrestrial Human Footprint Drives Continued Loss of Intact Ecosystems

Human pressure mapping is important for understanding humanity’s role in shaping Earth’s patterns and processes. We provide the latest maps of the terrestrial human footprint and provide an assessment of change in human pressure across Earth.

Changing geo‐ecological functions of coral reefs in the Anthropocene

The ecology of many coral reefs has changed markedly over recent decades in response to various combinations of local and global stressors.

Climate change threatens New Guinea’s biocultural heritage

New Guinea is the most biologically and linguistically diverse tropical island on Earth, yet the potential impacts of climate change on its biocultural heritage remain unknown.

Climate Change, Coral Loss, and the Curious Case of the Parrotfish Paradigm: Why Don’t Marine Protected Areas Improve Reef Resilience?

Scientists have advocated for local interventions, such as creating marine protected areas and implementing fishery restrictions, as ways to mitigate local stressors to limit the effects of climate change on reef-building corals.

Coastal proximity of populations in 22 Pacific Island Countries and Territories

The coastal zones of Small Island States are hotspots of human habitation and economic endeavour. In the Pacific region, as elsewhere, there are large gaps in understandings of the exposure and vulnerability of people in coastal zones.

Comparative assessment of pelagic sampling methods used in marine monitoring

The aim of the present report is to provide a comparative assessment of commonly used pelagic sampling methods.

Compendium of guidance for capturing, managing and using biodiversity-related data and information

This compendium of guidance provides details of information sources for capturing, managing, using, and sharing data, all in the context of biodiversity and ecosystem services.

Cook Islands Global Reef Expedition - Final Report

In April 2011, the Khaled bin Sultan Living Oceans Foundation (KSLOF) embarked on the Global Reef Expedition (GRE)- the largest coral reef survey and mapping expedition in history. The GRE was a rigorous five-year scientific mission to study coral reefs around the world.

Coral reef ecosystem services in the Anthropocene

Coral reefs underpin a range of ecosystem goods and services that contribute to the well‐being of millions of people. However, tropical coral reefs in the Anthropocene are likely to be functionally different from reefs in the past.

CoReMo Coral Reef Monitoring Data Entry System 2 v3.6.1

Quod, JP., Salvat, B.; Bissery, C., Terrasson, S., Caugant, G., Lacouture, P., Raude, M. 2010. CoReMo Coral Reef Monitoring Data Entry System 2 v3.6.1. ARVAM Oceanology

Coronavirus outbreak is a symptom of Gaia's sickness

It was New Year's Eve when Chinese authorities alerted WHO that several cases of an unusual pneumonia appeared in Wuhan.

COVID19 Impacts on Fishing and Coastal Communities:Update #1 - Fiji

The global COVID-19 (or coronavirus) pandemic is having a major impact across the globe and on all segments of the population.

COVID19 Impacts on Fishing and Coastal Communities:Update #2 - Russell Islands, Solomon Islands

The pandemic caused by the virus, COVID-19 has had wide-ranging effects on coastal and island communities throughout the South Pacific.

COVID19 Impacts on Fishing and Coastal Communities:Update #3 Federated States of Micronesia

The pandemic caused by COVID-19 has had far reaching effects across the Pacific, including isolated island nations like the Federated States of Micronesia (FSM), population 112,000.

COVID19 Impacts on Fishing and Coastal Communities:Update #4 Papua New Guinea

Papua New Guinea (PNG), the largest of the Pacific island nations (population 8.9 million), has not been spared from the COVID-19 pandemic. The government declared a State of Emergency in March, closing off international borders and suspending domestic air travel.

Data-driven approach for highlighting priority areas for protection in marine areas beyond national jurisdiction

One of the aims of the United Nations (UN) negotiations on the conservation and sustainable use of marine biodiversity in areas beyond national jurisdiction (ABNJ) is to develop a legal process for the establishment of area-based management tools, including marine protected areas, in ABNJ.

Deep reefs of the Great Barrier Reef offer limited thermal refuge during mass coral bleaching

Our rapidly warming climate is threatening coral reefs as thermal anomalies trigger mass coral bleaching events. Deep (or “mesophotic”) coral reefs are hypothesised to act as major ecological refuges from mass bleaching, but empirical assessments are limited.

DEEP-SEA DILEMMA

The deep sea — usually defined as the realm below 200 metres — is a world of extremes. Temperatures near the sea bed in many places hover near 0 °C, there is next to no light, and pressures can exceed 1,000 bars, equivalent to having a couple of elephants standing on your big toe.

Defining ‘science-based targets’

Setting targets for addressing major planetary concerns is an essential prerequisite for concerted global action (both inside and outside multilateral environmental agreements) and is necessarily a societal and political process, requiring negotiation and convergence among oftenconflicting intere

Designing Field Studies for Biodiversity Conservation

Feinsinger, P.  2001.  Designing Field Studies for Biodiversity Conservation. Island Press.

Developing a framework for the efficient design and management of large scale marine protected areas

This study identifies the importance of: acquiring robust baseline data, being fully protected (no-take), using ecosystembased management, community inclusion, and of adopting an ecologically connected network approach.

Economic value of protected areas via visitor mental health

We evaluate methods to calculate the economic value of protected areas derived from the improved mental health of visitors. A conservative global estimate using quality-adjusted life years, a standard measure in health economics, is US$6 trillion p.a.

eDNA metabarcoding as a biomonitoring tool for marine protected areas

Monitoring of marine protected areas (MPAs) is critical for marine ecosystem management, yet current protocols rely on SCUBA-based visual surveys that are costly and time consuming, limiting their scope and effectiveness.

Efficacy of Alternative Low-cost Approaches to Mangrove Restoration, American Samoa

Three mangrove restoration methods were tested at Nu’uuli, Tutuila Island, American Samoa.

Envisioning a resilient future for biodiversity conservation in the wake of the COVID- 19 pandemic

As the COVID-19 pandemic continues to affect societies across the world, the ongoing economic and social disruptions are likely to present fundamental challenges for current and future biodiversity conservation.

Essential indicators for measuring site-based conservation effectiveness in the post-2020 global biodiversity framework

Work on the post-2020 global biodiversity framework is now well advanced andwill outline a vision, goals, and targets for the next decade of biodiversity conser-vation and beyond.

Evidence that spillover from Marine Protected Areas benefits the spiny lobster (Panulirus interruptus) fishery in southern California

Marine Protected Areas (MPAs) are designed to enhance biodiversity and ecosystem services. Some
MPAs are also established to benefit fisheries through increased egg and larval production, or the

Field Note - Discovery of a recovering climax Acropora community in Kanton Lagoon in the remote Phoenix Islands Protected Area

An expedition in 2002 to the Phoenix Islands Protected Area in the Republic of Kiribati documented an extensive and delicate community of staghorn and tabular Acropora colonies...

Field Note - Silent killer: black reefs in the Phoenix Islands Protected Area

The Phoenix Islands Protected Area (PIPA) is in a naturally ironpoor region in the equatorial central Pacific.

FINAL REPORT - Seabird Survey of Aleipata Offshore Islands, Samoa. 24-26 October 2022

The Aleipata group of offshore islands have been identified as one of eight Key Biodiversity Areas (KBAs) in Samoa. They are located at the south-eastern end of Upolu Island at 14o3’447.28”S, 171o25’23.84”W (Nu’utele) and 14o4’22.11”S and 171o24’36.17”W (Nu’ulua) offshore.

FISHERIES – Effects of marine protected areas on local fisheries: evidence from empirical studies

Marine fisheries throughout the world are in serious decline due to overharvesting (National Research Council, 2001), and management for sustainable fisheries requires effective tactics for limiting exploitation rates.

French Polynesia Global Coral Reef - Final Report

The Khaled bin Sultan Living Oceans Foundation has released their findings from the largest coral reef survey and mapping expedition ever conducted in French Polynesia.

Functional diversity of marine megafauna in the Anthropocene

Marine megafauna, the largest animals in the oceans, serve key roles in ecosystem functioning. Yet, one-third of these animals are at risk of extinction.

Global Biodiversity Outlook 5 - Summary for Policymakers

Humanity stands at a crossroads with regard to the legacy it leaves to future generations. Biodiversity is declining at an unprecedented rate, and the pressures driving this decline are intensifying.

Global decline in capacity of coral reefs to provide ecosystem services

Coral reefs worldwide are facing impacts from climate change, overfishing, habitat destruction, and pollution. The cumulative effect of these impacts on global capacity of coral reefs to provide ecosystem services is unknown.

Global Forest Resources Assessment 2020 - Main Report

Forests are at the heart of the 2030 Agenda. They are a source of food, medicines and biofuel for more than 1 billion people. They protect soils and water, host more than three quarters of the world’s terrestrial biodiversity, and help tackle climate change.